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Machine Learning Specialization
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tuts756 Trusted
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1C6FE20E31AFAB2F041D8BC4299B968B95EEE660




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Description

Build Intelligent Applications. Master machine learning fundamentals in four hands-on courses.

SKILLS YOU WILL GAIN

    Data Clustering Algorithms
    Machine Learning
    Classification Algorithms
    Decision Tree
    Python Programming
    Machine Learning Concepts
    Deep Learning
    Linear Regression
    Ridge Regression
    Lasso (Statistics)
    Regression Analysis
    Logistic Regression

Last Updated 6/2023

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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/04_conversations-with-andrew-optional/01_andrew-ng-and-chris-manning-on-natural-language-processing.mp4236.15 MiB
TutsNode.net.txt63 B
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_LM-3dtexton.pdf1.81 MiB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/01_welcome.en.txt2.84 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/06_programming-assignment/01_predicting-house-prices-using-k-nearest-neighbors-regression_numpy.argsort.html38.84 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/01_defining-how-we-assess-performance/02_assessing-performance-intro.en.txt464 B
.pad/016 B
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/05_conversations-with-andrew-optional/01_andrew-ng-and-chelsea-finn-on-ai-and-robotics.mp4230.66 MiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/04_scaling-up-k-nn-search-using-kd-trees/07_optional-a-worked-out-example-for-kd-trees_instructions.html1.26 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/06_programming-assignment/01_predicting-sentiment-from-product-reviews_sklearn.linear_model.LogisticRegression.html82.61 KiB
.pad/19 B
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/10_conversations-with-andrew-optional/01_andrew-ng-and-fei-fei-li-on-human-centered-ai.mp4214.72 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/03_summary-of-deep-learning/02_deep-learning_exam.html1.26 MiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_instructions.html21.26 KiB
.pad/212 B
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/07_programming-assignment/01_recommending-songs-assignment_song_data.csv149.16 MiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_4_map_index_to_word.json.zip834.29 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/07_programming-assignment-2/01_implementing-binary-decision-trees_instructions.html30.75 KiB
.pad/32 B
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/05_programming-assignment/01_retrieving-wikipedia-articles-assignment_people_wiki.csv110.85 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_home_data.sframe.zip908.17 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_nearest_neighbors.html243.25 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/04_optional-advanced-material-formally-defining-and-deriving-the-3-sources-of-error/02_formally-deriving-why-3-sources-of-error.en.srt21.77 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/06_a-brief-recap.en.srt1.59 KiB
.pad/48 B
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_image_test_data.csv103 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/05_programming-assignment/01_predicting-house-prices-assignment_home_data.sframe.zip908.17 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/03_summary-of-clustering-and-similarity/02_clustering-and-similarity_exam.html109.15 KiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/02_mixtures-of-gaussians-for-clustering/03_scaling-mixtures-of-gaussians-for-document-clustering.en.srt7.04 KiB
.pad/52 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/05_programming-assignment/01_modeling-text-topics-with-latent-dirichlet-allocation_topic_models.zip87.67 MiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_instructions.html328.03 KiB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/01_what-is-machine-learning.en.srt9.46 KiB
.pad/612 B
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/05_programming-assignment/01_analyzing-product-sentiment-assignment_amazon_baby.csv85.3 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_eccv06.pdf706.42 KiB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/04_ethical-use-of-recommender-systems.en.txt8.96 KiB
.pad/71 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki.sframe.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/02_searching-for-images-a-case-study-in-deep-learning.mp41.68 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/04_programming-assignment-1/01_exploring-ensemble-methods_sklearn.ensemble.GradientBoostingClassifier.html83.4 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_instructions.html3.11 KiB
.pad/87 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki.sframe.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/01_basic-strategies-for-handling-missing-data/01_slides-presented-in-this-module_decision-trees-missing-values-annotated.pdf1.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/03_download-the-notebook-and-follow-along_Overfitting_Demo_Ridge_Lasso.ipynb.zip198.44 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/05_summarizing-overfitting-regularization-in-logistic-regression/01_recap-of-overfitting-regularization-in-logistic-regression.en.srt1.31 KiB
.pad/92 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki.sframe.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_imagenet.pdf1.35 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/06_programming-assignment/01_predicting-house-prices-using-k-nearest-neighbors-regression_home_data_small.sframe.zip386.86 KiB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/05_conversations-with-andrew-optional/01_andrew-ng-and-chelsea-finn-on-ai-and-robotics.en.txt31.74 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/03_k-nearest-neighbors-and-weighted-k-nearest-neighbors/02_k-nearest-neighbors-in-practice.en.txt3.17 KiB
.pad/103 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_people_wiki.sframe.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/01_multiple-features-of-one-input/02_multiple-regression-intro.mp41.21 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_iccv99.pdf564.4 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/03_getting-started-with-the-tools-for-the-course/01_getting-started-with-python-jupyter-notebook-turi-create_Turi_Getting_Started_with_SFrames.ipynb.zip1.73 KiB
.pad/117 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/05_programming-assignment/01_modeling-text-topics-with-latent-dirichlet-allocation_people_wiki.sframe.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/06_programming-assignment/01_logistic-regression-with-l2-regularization_module-4-assignment-numpy-arrays.npz.zip1.16 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/05_programming-assignment-1/01_observing-effects-of-l2-penalty-in-polynomial-regression_wk3_kc_house_train_valid_shuffled.csv.zip609.97 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/04_a-brief-recap.en.txt1.43 KiB
.pad/121 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki.sframe.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/07_programming-assignment/01_training-logistic-regression-via-stochastic-gradient-ascent_module-10-assignment-numpy-arrays.npz.zip1.16 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_Dalal-cvpr05.pdf445.45 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/06_reading-software-tools-you-ll-need_quickstart.html166.33 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/01_welcome-to-the-course/05_impact-of-classification.en.srt1.43 KiB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/01_multiclass.en.txt2.76 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/01_why-use-precision-recall-as-quality-metrics/01_slides-presented-in-this-module_precision-recall.pdf1.93 MiB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/02_practice-quiz-multiple-linear-regression/01_practice-quiz-multiple-linear-regression_exam.html69.77 KiB
.pad/1367 B
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/06_more-sframes-practice/01_download-wiki-people-data_people_wiki.sframe.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/06_programming-assignment/01_implementing-logistic-regression-from-scratch_module-3-assignment-numpy-arrays.npz.zip1.16 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/06_programming-assignment/01_polynomial-regression_wk3_kc_house_train_data.csv.zip354.68 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_tabular-data.html243.25 KiB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/01_collaborative-filtering/03_collaborative-filtering-algorithm.en.srt18.78 KiB
.pad/1448 B
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_people_wiki.sframe.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/07_programming-assignment/01_fitting-a-simple-linear-regression-model-on-housing-data_home_data.sframe.zip908.17 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/05_summary-of-recommender-systems/02_recommender-systems_exam.html789.13 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/07_programming-assignment-2/01_boosting-a-decision-stump_instructions.html103.36 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/02_class-probabilities/04_using-probabilities-in-classification.en.txt2.1 KiB
.pad/152 B
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/05_programming-assignment/01_retrieving-wikipedia-articles-assignment_people_wiki.sframe.zip56.24 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/06_programming-assignment-1/01_exploring-different-multiple-regression-models-for-house-price-prediction_home_data.sframe.zip908.17 KiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/06_programming-assignment-1/01_implementing-em-for-gaussian-mixtures_instructions.html786.63 KiB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/06_practice-quiz-gradient-descent-for-logistic-regression/01_practice-quiz-gradient-descent-for-logistic-regression_exam.html102.06 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/02_3-measures-of-loss-and-their-trends-with-model-complexity/03_test-error-what-we-can-actually-compute.en.srt5.91 KiB
.pad/162 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki.gl.zip55.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/05_programming-assignment-1/01_observing-effects-of-l2-penalty-in-polynomial-regression_wk3_kc_house_train_data.csv.zip354.68 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/06_programming-assignment/01_polynomial-regression_wk3_kc_house_test_data.csv.zip81.7 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/03_using-the-learned-decision-tree/02_multiclass-classification-with-decision-trees.en.srt3.62 KiB
.pad/173 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki.gl.zip55.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/08_programming-assignment-1/01_using-lasso-to-select-features_wk3_kc_house_train_data.csv.zip354.68 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/05_programming-assignment-1/01_observing-effects-of-l2-penalty-in-polynomial-regression_wk3_kc_house_test_data.csv.zip81.7 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/05_summary-of-recommender-systems/01_recommender-systems-ml-block-diagram.en.txt3.61 KiB
.pad/181 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki.gl.zip55.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/06_programming-assignment-1/01_implementing-em-for-gaussian-mixtures_chosen_images.png352.89 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/08_programming-assignment-1/01_using-lasso-to-select-features_wk3_kc_house_test_data.csv.zip81.7 KiB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/02_outline-of-first-half-of-course.en.txt5.4 KiB
.pad/199 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_people_wiki.gl.zip55.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_instructions.html350.39 KiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_instructions.html78.83 KiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/01_motivating-and-setting-the-foundation-for-mixture-models/02_motiving-probabilistic-clustering-models.en.srt10.74 KiB
.pad/2038 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki.gl.zip55.57 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/06_programming-assignment/01_polynomial-regression_wk3_kc_house_valid_data.csv.zip349.96 KiB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/08_practice-quiz-the-problem-of-overfitting/01_practice-quiz-the-problem-of-overfitting_exam.html89.75 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/03_getting-started-with-the-tools-for-the-course/01_getting-started-with-python-jupyter-notebook-turi-create_people-example.csv248 B
.pad/2148 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/07_optional-improving-efficiency-through-multiple-tables.mp454.2 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/01_defining-how-we-assess-performance/02_assessing-performance-intro.mp41.77 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_turicreate.Sketch.html28.19 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/02_you-ve-made-it.en.srt1.04 KiB
.pad/2212 B
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_image_train_data.csv51.58 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/05_programming-assignment-1/01_observing-effects-of-l2-penalty-in-polynomial-regression_wk3_kc_house_valid_data.csv.zip349.96 KiB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/04_practice-quiz-cost-function-for-logistic-regression/01_practice-quiz-cost-function-for-logistic-regression_exam.html77 KiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/03_using-the-fitted-line.en.txt3.94 KiB
.pad/234 B
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki_tf_idf.npz.zip50.92 MiB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/07_programming-assignment-2/02_implementing-gradient-descent-for-multiple-regression_home_data.sframe.zip908.17 KiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_nearest_neighbors.md176.11 KiB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_sklearn.preprocessing.normalize.html18.16 KiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/02_early-stopping-to-avoid-overfitting/02_early-stopping-in-learning-decision-trees.mp422.21 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/02_machine-learning-challenges-and-future-directions/03_whats-ahead-in-the-specialization.mp422.19 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/01_overview-of-machine-learning/01_welcome-to-machine-learning.mp422.19 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/04_skewed-datasets-optional/02_trading-off-precision-and-recall.mp422.17 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/02_who-this-specialization-is-for-and-what-you-will-be-able-to-do/04_the-capstone-and-an-example-intelligent-application.mp422.15 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/03_optimizing-the-ridge-objective/04_approach-2-gradient-descent.mp422.08 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/01_welcome-to-the-course/04_what-is-this-course-about.mp422.06 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/05_searching-neighboring-bins.mp422.02 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/03_optional-lesson-pruning-decision-trees/01_optional-motivating-pruning.mp421.63 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/02_the-importance-of-data-representations-and-distance-metrics/05_to-normalize-or-not-and-other-distance-considerations.mp421.58 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/05_summarizing-clustering-with-k-means/01_other-applications-of-clustering.mp421.55 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/01_linear-regression-modeling/01_slides-presented-in-this-module_regression-intro-annotated.pdf21.53 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/01_classification-with-logistic-regression/02_logistic-regression.mp421.48 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/02_nearest-neighbor-regression/01_1-nearest-neighbor-regression-approach.mp421.48 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/01_the-amazing-idea-of-boosting-a-classifier/04_boosting.mp421.42 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/03_expectation-maximization-em-building-blocks/04_estimating-cluster-parameters-from-soft-assignments.mp421.4 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/04_neural-network-implementation-in-python/02_general-implementation-of-forward-propagation.mp421.33 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/03_3-sources-of-error-and-the-bias-variance-tradeoff/01_irreducible-error-and-bias.mp420.89 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/02_softmax.mp420.69 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/04_mapreduce-for-scaling-k-means/01_motivating-mapreduce.mp420.39 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/01_diagnosing-bias-and-variance.mp420.3 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/01_linear-regression-model-part-1.mp420.27 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/05_agglomerative-clustering-details.mp420.18 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/03_outline-of-second-half-of-course.mp420.16 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/02_the-importance-of-data-representations-and-distance-metrics/04_distance-metrics-cosine-similarity.mp420.12 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/04_kernel-regression/02_global-fits-of-parametric-models-vs-local-fits-of-kernel-regression.mp420.08 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/01_collaborative-filtering-vs-content-based-filtering.mp419.97 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/02_class-probabilities/03_review-of-basics-of-conditional-probabilities.mp419.91 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/06_jupyter-notebooks.mp419.9 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/03_logistic-regression/01_predicting-class-probabilities-with-generalized-linear-models.mp419.87 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/02_state-action-value-function/01_state-action-value-function-definition.mp419.84 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/04_regularized-linear-regression.mp419.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/02_clustering-models-and-algorithms/04_other-examples-of-clustering.mp419.77 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/03_influence-of-high-leverage-points-removing-center-city.mp419.52 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/02_co-occurrence-matrices-for-collaborative-filtering/03_normalizing-co-occurrence-matrices-and-leveraging-purchase-histories.mp419.46 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/02_evaluating-a-model.mp419.45 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/03_establishing-a-baseline-level-of-performance.mp419.39 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/07_programming-assignment-2/01_boosting-a-decision-stump_lending-club-data.sframe.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/04_programming-assignment-1/01_exploring-ensemble-methods_lending-club-data.sframe.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/07_programming-assignment-2/01_implementing-binary-decision-trees_lending-club-data.sframe.zip19.38 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/04_gradient-descent-for-multiple-linear-regression.mp419.36 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/01_application-of-deep-learning-to-computer-vision.mp419.31 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/02_state-action-value-function/04_random-stochastic-environment-optional.mp419.27 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/05_linear-classifier-model.mp419.07 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/04_transfer-learning-using-data-from-a-different-task.mp419.02 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/05_feature-by-feature-update.mp418.98 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/04_skewed-datasets-optional/01_error-metrics-for-skewed-datasets.mp418.95 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/01_classification-with-logistic-regression/03_decision-boundary.mp418.94 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/03_summary-of-clustering-and-similarity/01_clustering-and-similarity-ml-block-diagram.mp418.91 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/02_recommender-systems-implementation-detail/01_mean-normalization.mp418.9 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/01_multiple-features.mp418.89 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/03_expectation-maximization-em-building-blocks/03_estimating-cluster-parameters-from-known-cluster-assignments.mp418.82 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/03_exploring-word-counts.mp418.75 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/04_unsupervised-learning-part-1.mp418.72 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/03_how-to-handle-the-intercept.mp418.6 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/04_kernel-regression/01_from-weighted-k-nn-to-kernel-regression.mp418.56 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/05_linear-classifiers.mp418.54 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/04_mapreduce-for-scaling-k-means/04_mapreduce-for-k-means.mp418.54 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/06_programming-assignment-1/01_identifying-safe-loans-with-decision-trees_lending-club-data.csv.zip18.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/04_programming-assignment-1/01_exploring-ensemble-methods_lending-club-data.csv.zip18.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/07_programming-assignment-2/01_implementing-binary-decision-trees_lending-club-data.csv.zip18.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/05_programming-assignment/01_decision-trees-in-practice_lending-club-data.csv.zip18.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/07_programming-assignment-2/01_boosting-a-decision-stump_lending-club-data.csv.zip18.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/03_what-is-an-intelligent-restaurant-review-system.mp418.51 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/02_bayesian-inference-via-gibbs-sampling/02_gibbs-sampling-from-10-000-feet.mp418.44 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/03_putting-it-together.mp418.41 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/02_loading-exploring-house-sale-data.mp418.41 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/03_geometric-intuition-for-sparsity-of-lasso-solutions/03_visualizing-the-lasso-cost-and-solution.mp418.4 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/06_running-gradient-descent.mp418.37 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/05_finding-the-least-squares-line/04_approach-2-gradient-descent.mp418.36 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/04_computing-exploring-tf-idfs.mp418.35 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/01_maximum-likelihood-estimation/04_data-likelihood.mp418.3 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/05_goal-of-lda-inference.mp418.22 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/02_the-ridge-objective/01_balancing-fit-and-magnitude-of-coefficients.mp418.11 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/04_very-optional-rewriting-the-log-likelihood-into-a-simpler-form.mp417.99 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/03_recommending-from-a-large-catalogue.mp417.98 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/04_training-evaluating-a-classifier-using-deep-features.mp417.86 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/05_very-optional-deriving-gradient-of-log-likelihood.mp417.85 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/05_initializing-k-means.mp417.84 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/03_geometric-intuition-for-sparsity-of-lasso-solutions/01_visualizing-the-ridge-cost.mp417.83 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/04_principal-component-analysis/03_pca-in-code-optional.mp417.8 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/02_clustering-via-k-means/02_k-means-as-coordinate-descent.mp417.76 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/04_getting-started-with-python-and-the-jupyter-notebook/03_creating-variables-in-python.mp417.69 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/01_motivating-and-setting-the-foundation-for-mixture-models/01_slides-presented-in-this-module_mixmodel-EM-annotated.pdf17.68 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/02_loading-exploring-wikipedia-data.mp417.54 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/01_the-amazing-idea-of-boosting-a-classifier/03_ensemble-classifiers.mp417.52 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/02_error-analysis.mp417.51 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/03_tree-ensembles/05_when-to-use-decision-trees.mp417.47 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/02_the-cost-of-using-a-given-line.mp417.45 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/01_introduction-to-nearest-neighbor-search-and-algorithms/04_k-nn-algorithm.mp417.38 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/05_visualizing-the-cost-function.mp417.32 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/04_learning-decision-trees-with-continuous-inputs/01_threshold-splits-for-continuous-inputs.mp417.28 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/02_vectorization-part-1.mp417.27 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/03_vectorization-part-2.mp417.26 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/02_clustering-via-k-means/01_the-k-means-algorithm.mp417.25 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/03_matrix-factorization/04_discovering-hidden-structure-by-matrix-factorization.mp417.22 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/02_mixtures-of-gaussians-for-clustering/03_scaling-mixtures-of-gaussians-for-document-clustering.mp417.21 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/06_visualization-examples.mp417.18 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/03_cost-function-with-regularization.mp417.1 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/03_using-random-lines-to-partition-points.mp417.06 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/02_neural-network-model/02_more-complex-neural-networks.mp417.03 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/05_finding-the-least-squares-line/01_computing-the-gradient-of-rss.mp417.03 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/02_bayesian-inference-via-gibbs-sampling/01_the-need-for-bayesian-inference.mp417.01 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/02_k-fold-cross-validation.mp417.01 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/03_logistic-regression/04_effect-of-coefficient-values-on-predicted-probabilities.mp416.99 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/04_learning-rate.mp416.94 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/04_overfitting-demo.mp416.94 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/02_evaluating-classification-models/03_false-positives-false-negatives-and-confusion-matrices.mp416.92 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/04_an-aside-on-optimization-multidimensional-objectives/02_gradient-descent-multidimensional-hill-descent.mp416.87 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/06_choosing-the-number-of-clusters.mp416.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/02_finding-maxima-or-minima-analytically.mp416.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/01_overfitting-in-decision-trees/03_overfitting-in-decision-trees.mp416.82 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/01_inference-in-code.mp416.82 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/03_cost-function-formula.mp416.73 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/03_optional-lesson-pruning-decision-trees/02_optional-pruning-decision-trees-to-avoid-overfitting.mp416.72 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/03_collapsed-gibbs-sampling-for-lda/03_a-worked-example-for-lda-deriving-the-resampling-distribution.mp416.69 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/04_the-em-algorithm/01_em-iterates-in-equations-and-pictures.mp416.69 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/03_what-is-a-visual-product-recommender.mp416.65 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/03_using-the-fitted-line.mp416.62 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/02_recommender-systems-implementation-detail/03_finding-related-items.mp416.62 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/03_an-alternative-document-clustering-model.mp416.58 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/02_summary-and-whats-ahead-in-the-specialization/01_what-we-covered-and-what-we-didn-t-cover.mp416.55 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/04_performance-metrics-for-recommender-systems/01_a-performance-metric-for-recommender-systems.mp416.52 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/01_introduction-to-clustering/03_an-unsupervised-task.mp416.48 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/06_song-recommender-jupyter-notebook/04_creating-evaluating-a-personalized-song-recommender.mp416.4 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/05_gradient-descent-for-linear-regression.mp416.38 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/05_full-cycle-of-a-machine-learning-project.mp416.35 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/05_machine-learning-is-changing-the-world.mp416.31 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/04_choosing-the-learning-rate.mp416.31 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/04_performance-metrics-for-recommender-systems/03_precision-recall-curves.mp416.28 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/04_scaling-up-k-nn-search-using-kd-trees/03_nn-search-with-kd-trees.mp416.25 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/02_linear-regression-model-part-2.mp416.22 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/06_summarizing-boosting/01_ensemble-methods-impact-of-boosting-quick-recap.mp416.2 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/06_outlining-the-second-half-of-the-course.mp416.16 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/03_matrix-multiplication-rules.mp416.14 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/02_strategy-3-modify-learning-algorithm-to-explicitly-handle-missing-data/02_feature-split-selection-with-missing-data.mp416.06 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/06_decision-boundaries.mp416 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/01_measuring-purity.mp415.97 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/02_matrix-multiplication.mp415.89 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/05_continuous-valued-features.mp415.89 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/01_basic-strategies-for-handling-missing-data/04_strategy-2-purification-by-imputing-missing-data.mp415.88 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/02_evaluating-classification-models/02_whats-a-good-accuracy.mp415.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/09_exploring-the-most-positive-negative-aspects-of-a-product.mp415.78 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/02_addressing-overfitting.mp415.73 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/04_finding-the-max-via-hill-climbing.mp415.69 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/03_the-precision-recall-tradeoff/03_precision-recall-curve.mp415.66 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/04_additional-neural-network-concepts/01_advanced-optimization.mp415.57 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/02_precision-recall-explained/01_precision-fraction-of-positive-predictions-that-are-actually-positive.mp415.57 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/02_feature-selection-implicitly-via-regularized-regression/03_the-lasso-objective-and-its-coefficient-path.mp415.55 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/02_class-probabilities/02_review-of-basics-of-probabilities.mp415.54 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/02_learning-decision-trees/04_when-to-stop-recursing.mp415.5 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/03_summary-of-regression/01_regression-ml-block-diagram.mp415.47 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/02_gradient-ascent-algorithm-for-learning-logistic-regression-classifier/01_review-of-gradient-ascent.mp415.46 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/03_setting-the-stage-for-computing-the-least-squares-fit/02_rewriting-the-single-observation-model-in-vector-notation.mp415.44 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/02_evaluating-regression-models/01_evaluating-overfitting-via-training-test-split.mp415.44 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/05_computing-distances-between-wikipedia-articles.mp415.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/04_the-dendrogram.mp415.35 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/02_co-occurrence-matrices-for-collaborative-filtering/01_collaborative-filtering-people-who-bought-this-also-bought.mp415.26 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/03_collapsed-gibbs-sampling-for-lda/04_using-the-output-of-collapsed-gibbs-sampling.mp415.23 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/04_interpreting-the-fitted-line.mp415.17 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/02_learning-decision-trees/03_selecting-best-feature-to-split-on.mp415.14 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/04_setting-the-stage-for-solving-the-lasso/02_coordinate-descent.mp415.11 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/03_deploying-an-ml-service.mp415.11 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/04_improved-implementation-of-softmax.mp415.05 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/03_neural-network-with-softmax-output.mp415.03 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/03_training-evaluating-a-classifier-using-raw-image-pixels.mp414.98 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/05_outlining-the-first-half-of-the-course.mp414.84 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/03_l2-regularized-logistic-regression/01_penalizing-large-coefficients-to-mitigate-overfitting.mp414.82 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/01_iterative-loop-of-ml-development.mp414.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/06_song-recommender-jupyter-notebook/02_loading-and-exploring-song-data.mp414.79 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/03_optimizing-the-ridge-objective/01_computing-the-gradient-of-the-ridge-objective.mp414.78 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/03_matrix-factorization/01_the-matrix-completion-task.mp414.78 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/01_decision-trees/01_decision-tree-model.mp414.76 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/03_geometric-intuition-for-sparsity-of-lasso-solutions/02_visualizing-the-ridge-solution.mp414.71 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/06_choosing-stepsize-and-convergence-criteria.mp414.71 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/03_3-sources-of-error-and-the-bias-variance-tradeoff/03_error-vs-amount-of-data.mp414.68 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/02_state-action-value-function/02_state-action-value-function-example.mp414.64 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/04_example-recognizing-images.mp414.59 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/05_convergence-and-overfitting-in-boosting/02_overfitting-in-boosting.mp414.59 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/04_practical-issues-for-classification/01_encoding-categorical-inputs.mp414.56 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/06_calculating-tf-idf-vectors.mp414.52 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/02_early-stopping-to-avoid-overfitting/01_principle-of-occams-razor-learning-simpler-decision-trees.mp414.5 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/04_mapreduce-for-scaling-k-means/03_mapreduce-execution-overview-and-combiners.mp414.42 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/03_expectation-maximization-em-building-blocks/02_optional-responsibilities-as-bayes-rule.mp414.41 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/02_strategy-3-modify-learning-algorithm-to-explicitly-handle-missing-data/01_modifying-decision-trees-to-handle-missing-data.mp414.41 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/03_choosing-step-size-for-gradient-ascent-descent/01_choosing-step-size.mp414.4 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/03_supervised-learning-part-2.mp414.39 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/05_online-learning-fitting-models-from-streaming-data/02_using-stochastic-gradient-for-online-learning.mp414.39 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/02_feature-scaling-part-2.mp414.39 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/02_mixtures-of-gaussians-for-clustering/02_interpreting-the-mixture-of-gaussian-terms.mp414.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/02_who-this-specialization-is-for-and-what-you-will-be-able-to-do/02_who-is-this-specialization-for.mp414.35 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/03_tree-ensembles/02_sampling-with-replacement.mp414.33 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/01_overfitting-in-classification/04_overfitting-in-classification.mp414.24 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/02_nearest-neighbor-regression/02_distance-metrics.mp414.18 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/03_matrix-factorization/02_recommendations-from-known-user-item-features.mp414.18 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/04_using-one-hot-encoding-of-categorical-features.mp414.17 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/02_incorporating-multiple-inputs/01_motivating-the-use-of-multiple-inputs.mp414.17 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/02_overconfident-predictions-due-to-overfitting/01_overfitting-in-classifiers-leads-to-overconfident-predictions.mp414.13 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/02_the-importance-of-data-representations-and-distance-metrics/01_document-representation.mp414.08 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/05_finding-the-least-squares-line/02_approach-1-closed-form-solution.mp414.07 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/01_slides-presented-in-this-module_clustering-intro-annotated.pdf14.07 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/04_an-aside-on-optimization-multidimensional-objectives/01_gradients-derivatives-in-multiple-dimensions.mp414.01 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/03_applying-adaboost/02_learning-boosted-decision-stumps-with-adaboost.mp413.99 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/04_summary-and-thank-you/01_summary-and-thank-you.mp413.94 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/02_supervised-learning-part-1.mp413.87 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/02_feature-selection-implicitly-via-regularized-regression/02_thresholding-ridge-coefficients.mp413.86 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/01_defining-how-we-assess-performance/03_what-do-we-mean-by-loss.mp413.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/03_k-nearest-neighbors-and-weighted-k-nearest-neighbors/03_weighted-k-nearest-neighbors.mp413.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/01_why-use-precision-recall-as-quality-metrics/03_what-is-good-performance-for-a-classifier.mp413.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/06_programming-assignment-1/01_implementing-em-for-gaussian-mixtures_images.zip13.79 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/04_getting-started-with-python-and-the-jupyter-notebook/02_starting-a-jupyter-notebook.mp413.77 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/02_gradient-ascent-algorithm-for-learning-logistic-regression-classifier/03_example-of-computing-derivative-for-logistic-regression.mp413.75 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/01_intuition-behind-decision-trees/02_predicting-loan-defaults-with-decision-trees.mp413.74 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/02_gradient-ascent-algorithm-for-learning-logistic-regression-classifier/04_interpreting-derivative-for-logistic-regression.mp413.67 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/08_exploring-other-features-of-the-data.mp413.66 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/01_feature-selection-via-explicit-model-enumeration/03_all-subsets.mp413.65 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/01_feature-scaling-part-1.mp413.64 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/02_the-ridge-objective/02_the-resulting-ridge-objective-and-its-extreme-solutions.mp413.61 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/01_introduction-to-nearest-neighbor-search-and-algorithms/01_slides-presented-in-this-module_retrieval-intro-annotated.pdf13.56 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/04_scaling-up-k-nn-search-using-kd-trees/04_complexity-of-nn-search-with-kd-trees.mp413.51 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/05_prioritizing-important-words-with-tf-idf.mp413.51 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/02_evaluating-regression-models/04_other-regression-examples.mp413.48 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/03_optimizing-the-ridge-objective/03_discussing-the-closed-form-solution.mp413.45 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/01_recommender-systems/04_building-a-recommender-system-via-classification.mp413.42 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/04_matrix-multiplication-code.mp413.38 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/03_optimizing-the-ridge-objective/02_approach-1-closed-form-solution.mp413.31 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/04_querying-the-nearest-neighbors-model-to-retrieve-images.mp413.3 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/02_deep-learning-performance.mp413.24 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/01_the-amazing-idea-of-boosting-a-classifier/02_the-boosting-question.mp413.24 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/02_mixed-membership-models-for-documents.mp413.22 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/03_gradient-descent-intuition.mp413.2 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/03_the-precision-recall-tradeoff/02_trading-off-precision-and-recall.mp413.2 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/04_learning-decision-trees-with-continuous-inputs/03_visualizing-decision-boundaries.mp413.2 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/08_applying-model-to-find-most-positive-negative-reviews-for-a-product.mp413.19 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/06_song-recommender-jupyter-notebook/03_creating-evaluating-a-popularity-based-song-recommender.mp413.15 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/02_adaboost/02_weighted-error.mp413.15 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/02_divisive-clustering.mp413.08 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/01_what-we-ve-learned/02_simple-and-multiple-regression.mp413.05 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/02_evaluating-classification-models/01_training-and-evaluating-a-classifier.mp412.95 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/07_examples-of-document-retrieval-in-action.mp412.94 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/05_tensorflow-implementation-of-content-based-filtering.mp412.94 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/02_3-measures-of-loss-and-their-trends-with-model-complexity/03_test-error-what-we-can-actually-compute.mp412.93 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/02_activation-functions/03_why-do-we-need-activation-functions.mp412.93 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/01_basic-strategies-for-handling-missing-data/03_strategy-1-purification-by-skipping-missing-data.mp412.92 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/02_learning-decision-trees/02_learning-a-decision-stump.mp412.9 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/01_very-optional-deriving-gradient-of-logistic-regression-log-trick.mp412.89 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/02_lsh-as-an-alternative-to-kd-trees.mp412.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/02_who-this-specialization-is-for-and-what-you-will-be-able-to-do/05_the-future-of-intelligent-applications.mp412.79 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/05_gradient-descent-for-logistic-regression/01_gradient-descent-implementation.mp412.76 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/06_programming-assignment/01_implementing-logistic-regression-from-scratch_amazon_baby_subset.sframe.zip12.73 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/06_programming-assignment/01_logistic-regression-with-l2-regularization_amazon_baby_subset.sframe.zip12.73 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/07_programming-assignment/01_training-logistic-regression-via-stochastic-gradient-ascent_amazon_baby_subset.sframe.zip12.73 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/07_programming-assignment/01_training-logistic-regression-via-stochastic-gradient-ascent_amazon_baby_subset.gl.zip12.73 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/06_programming-assignment/01_implementing-logistic-regression-from-scratch_amazon_baby_subset.gl.zip12.73 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/06_programming-assignment/01_logistic-regression-with-l2-regularization_amazon_baby_subset.gl.zip12.73 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/03_tree-ensembles/03_random-forest-algorithm.mp412.72 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/01_linear-regression-modeling/04_linear-regression-a-model-based-approach.mp412.72 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/10_applying-learned-models-to-predict-price-of-an-average-house.mp412.65 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/01_reinforcement-learning-introduction/02_mars-rover-example.mp412.65 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/01_basic-strategies-for-handling-missing-data/02_challenge-of-missing-data.mp412.63 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/01_why-use-precision-recall-as-quality-metrics/02_case-study-where-accuracy-is-not-best-metric-for-classification.mp412.61 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/05_optimizing-the-lasso-objective/01_coordinate-descent-for-lasso-normalized-features.mp412.61 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/02_neural-network-model/03_inference-making-predictions-forward-propagation.mp412.55 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/03_tree-ensembles/01_using-multiple-decision-trees.mp412.51 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/04_stochastic-gradient-practical-tricks/05_optional-measuring-convergence.mp412.5 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/01_selecting-tuning-parameters-via-cross-validation.mp412.39 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/04_neural-network-implementation-in-python/01_forward-prop-in-a-single-layer.mp412.38 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/02_k-means-intuition.mp412.36 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/01_recommender-systems/01_slides-presented-in-this-module_recommenders-intro-annotated.pdf12.33 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/03_intuition-behind-linear-classifiers.mp412.31 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/05_summary-of-recommender-systems/01_recommender-systems-ml-block-diagram.mp412.28 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/01_how-neural-networks-are-implemented-efficiently.mp412.24 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/03_geometric-intuition-for-sparsity-of-lasso-solutions/05_lasso-demo.mp412.17 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/04_exploring-the-most-popular-product.mp412.11 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/04_mapreduce-for-scaling-k-means/02_the-general-mapreduce-abstraction.mp412.11 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/02_adaboost/03_computing-coefficient-of-each-ensemble-component.mp412.1 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/02_clustering-via-k-means/03_smart-initialization-via-k-means.mp412.09 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/01_scaling-ml-to-huge-datasets/03_timeline-of-scalable-machine-learning-stochastic-gradient.mp412.07 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/01_what-we-ve-learned/04_feature-selection-lasso-and-nearest-neighbor-regression.mp412.06 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/04_assumed-background.mp412.02 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/03_logistic-regression/02_the-sigmoid-or-logistic-link-function.mp412.01 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/04_stochastic-gradient-practical-tricks/04_optional-learning-from-batches-of-data.mp411.99 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/01_scaling-ml-to-huge-datasets/02_gradient-ascent-won-t-scale-to-todays-huge-datasets.mp411.97 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/02_activation-functions/01_alternatives-to-the-sigmoid-activation.mp411.96 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/02_influence-of-high-leverage-points-exploring-the-data.mp411.92 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/07_evaluating-a-classifier-the-roc-curve.mp411.89 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/03_optional-lesson-pruning-decision-trees/03_optional-tree-pruning-algorithm.mp411.89 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/06_visualizing-predictions-of-simple-model-with-matplotlib.mp411.87 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/03_applying-adaboost/01_example-of-adaboost-in-action.mp411.87 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/02_incorporating-multiple-inputs/02_defining-notation.mp411.87 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/02_adaboost/04_reweighing-data-to-focus-on-mistakes.mp411.78 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/03_cost-function-for-logistic-regression/02_simplified-cost-function-for-logistic-regression.mp411.74 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/01_regression-fundamentals/05_regression-ml-block-diagram.mp411.74 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/03_collapsed-gibbs-sampling-for-lda/01_what-is-collapsed-gibbs-sampling.mp411.71 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/03_k-nearest-neighbors-and-weighted-k-nearest-neighbors/02_k-nearest-neighbors-in-practice.mp411.67 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/05_defining-which-reviews-have-positive-or-negative-sentiment.mp411.62 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/01_limitations-of-kd-trees.mp411.58 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/01_slides-presented-in-this-module_logistic-regression-model-annotated.pdf11.49 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/01_deciding-what-to-try-next.mp411.45 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/01_reinforcement-learning-introduction/05_review-of-key-concepts.mp411.39 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/05_overfitting-for-more-general-multiple-regression-models.mp411.33 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/01_maximum-likelihood-estimation/03_intuition-behind-maximum-likelihood-estimation.mp411.32 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/05_classification-with-multiple-outputs-optional.mp411.31 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/01_motivating-local-fits/02_limitations-of-parametric-regression.mp411.29 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/02_clustering-models-and-algorithms/02_clustering-documents-an-unsupervised-learning-task.mp411.27 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/06_programming-assignment-1/01_implementing-em-for-gaussian-mixtures_images.sf.zip11.18 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/07_tying-up-loose-ends/02_a-brief-recap.mp411.18 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/03_choosing-step-size-for-gradient-ascent-descent/02_careful-with-step-sizes-that-are-too-large.mp411.16 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/02_scaling-ml-with-stochastic-gradient/03_comparing-gradient-to-stochastic-gradient.mp411.1 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/05_challenges-of-deep-learning.mp411.07 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/03_checking-gradient-descent-for-convergence.mp410.99 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/06_algorithmic-summary-of-gradient-descent-approach.mp410.97 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/01_intuition-behind-decision-trees/04_task-of-learning-decision-trees-from-data.mp410.97 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/01_introduction-to-clustering/01_slides-presented-in-this-module_kmeans-annotated.pdf10.9 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/05_convergence-and-overfitting-in-boosting/01_the-boosting-theorem.mp410.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/04_stochastic-gradient-practical-tricks/06_optional-adding-regularization.mp410.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/03_discussing-the-closed-form-solution.mp410.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/02_nearest-neighbor-regression/03_1-nearest-neighbor-algorithm.mp410.84 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/01_welcome/01_what-is-this-course-about/02_slides-presented-in-this-module_intro.pdf10.79 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/03_summary-of-classification/01_classification-ml-block-diagram.mp410.66 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/01_introduction-to-clustering/02_the-goal-of-clustering.mp410.66 MiB
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/01_welcome.mp410.64 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/04_components-of-latent-dirichlet-allocation-model.mp410.6 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/02_precision-recall-explained/02_recall-fraction-of-positive-data-predicted-to-be-positive.mp410.56 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/01_what-we-ve-learned/03_module-2-recap.mp410.54 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/01_linear-regression-modeling/05_adding-higher-order-effects.mp410.41 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/02_lunar-lander.mp410.37 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/03_setting-the-stage-for-computing-the-least-squares-fit/03_rewriting-the-model-for-all-observations-in-matrix-notation.mp410.19 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/02_approach-1-closed-form-solution.mp49.99 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/04_stochastic-gradient-practical-tricks/02_choosing-step-size.mp49.64 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/04_learning-decision-trees-with-continuous-inputs/02_optional-picking-the-best-threshold-to-split-on.mp49.47 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/02_evaluating-regression-models/02_training-test-curves.mp49.46 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/02_loading-image-data.mp49.42 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/05_asymmetric-cost-functions.mp49.4 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/03_choosing-step-size-for-gradient-ascent-descent/03_rule-of-thumb-for-choosing-step-size.mp49.36 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/04_influence-of-high-leverage-points-removing-high-end-towns.mp49.33 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/05_optimizing-the-lasso-objective/02_assessing-convergence-and-other-lasso-solvers.mp49.33 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/06_programming-assignment/01_logistic-regression-with-l2-regularization_amazon_baby_subset.csv.zip9.16 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/07_programming-assignment/01_training-logistic-regression-via-stochastic-gradient-ascent_amazon_baby_subset.csv.zip9.16 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/06_programming-assignment/01_implementing-logistic-regression-from-scratch_amazon_baby_subset.csv.zip9.16 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/06_training-a-sentiment-classifier.mp49.07 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/01_motivating-and-setting-the-foundation-for-mixture-models/04_univariate-gaussian-distributions.mp49.02 MiB
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[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/05_unsupervised-learning-part-2.mp48.25 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/02_loading-exploring-product-review-data.mp48 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/03_logistic-regression/05_overview-of-learning-logistic-regression-models.mp47.87 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/06_effect-of-coefficient-values-on-decision-boundary.mp47.65 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/03_matrix-factorization/03_predictions-in-matrix-form.mp47.45 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/02_loading-image-data.mp47.42 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/03_maximizing-a-1d-function-a-worked-example.mp47.33 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/01_computing-the-gradient-of-rss.mp47.25 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/01_overfitting-in-decision-trees/02_a-review-of-overfitting.mp47.18 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/03_using-the-learned-decision-tree/02_multiclass-classification-with-decision-trees.mp47 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/05_summarizing-learning-linear-classifiers/01_recap-of-learning-logistic-regression-classifiers.mp46.96 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/01_slides-presented-in-this-module_LDA-annotated.pdf6.95 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/02_symptoms-of-overfitting-in-polynomial-regression.mp46.91 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/01_slides-presented-in-this-module_classification-annotated.pdf6.89 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/01_feature-selection-via-explicit-model-enumeration/04_complexity-of-all-subsets.mp46.84 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/01_defining-how-we-assess-performance/01_slides-presented-in-this-module_week3_assessingperformance-annotated.pdf6.82 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/01_introduction-to-nearest-neighbor-search-and-algorithms/03_1-nn-algorithm.mp46.79 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/04_other-examples-of-deep-learning-in-computer-vision.mp46.71 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/02_evaluating-regression-models/03_adding-other-features.mp46.66 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/05_k-nn-and-kernel-regression-wrapup/03_k-nn-for-classification.mp46.58 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/01_welcome-to-the-course/02_slides-presented-in-this-module_intro.pdf6.24 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/02_slides-presented-in-this-module_intro.pdf6.24 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/03_creating-the-word-count-vector.mp46.19 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/03_splitting-the-data-into-training-and-test-sets.mp46.17 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/01_intuition-behind-decision-trees/03_intuition-behind-decision-trees.mp45.9 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/04_performance-metrics-for-recommender-systems/02_optimal-recommenders.mp45.88 MiB
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[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/01_reinforcement-learning-introduction/04_making-decisions-policies-in-reinforcement-learning.mp45.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/02_summary-and-whats-ahead-in-the-specialization/02_thank-you.mp45.78 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/06_summarizing-scaling-to-huge-datasets-online-learning/01_scaling-to-huge-datasets-through-parallelization-module-recap.mp45.77 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/02_class-probabilities/01_predicting-class-probabilities.mp45.7 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/04_approach-2-gradient-descent.mp45.36 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/02_the-ridge-objective/03_how-ridge-regression-balances-bias-and-variance.mp45.33 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/04_a-brief-recap.mp45.24 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/05_summarizing-linear-classifiers-logistic-regression/01_recap-of-logistic-regression-classifier.mp45.2 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/04_summarizing-precision-recall/01_recap-of-precision-recall.mp45.11 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/04_summarizing-latent-dirichlet-allocation/01_a-brief-recap.mp45.05 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki_map_index_to_word.json.zip5.04 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki_map_index_to_word.json.zip5.04 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki_map_index_to_word.json.zip5.04 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki_map_index_to_word.json.zip5.04 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/05_putting-the-pieces-together/02_a-brief-recap.mp45.01 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/03_very-optional-deriving-probability-y-1-given-x.mp44.96 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/03_welcome.mp44.87 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/04_summarizing-preventing-overfitting-in-decision-trees/01_recap-of-overfitting-and-regularization-in-decision-trees.mp44.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/03_using-the-learned-decision-tree/01_making-predictions-with-decision-trees.mp44.84 MiB
.pad/6591.16 MiB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/03_creating-a-nearest-neighbors-model-for-image-retrieval.mp44.74 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/05_k-nn-and-kernel-regression-wrapup/04_a-brief-recap.mp44.7 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/05_programming-assignment/01_predicting-house-prices-assignment_house_images.zip4.66 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_house_images.zip4.66 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/05_querying-for-the-most-similar-images-for-car-image.mp44.64 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/01_welcome-to-the-course/03_welcome-to-the-classification-course-a-part-of-the-machine-learning.mp44.62 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/01_recommender-systems/02_recommender-systems-overview.mp44.62 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/01_motivating-local-fits/01_slides-presented-in-this-module_week6_NNkernelregression-annotated.pdf4.53 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/06_a-brief-recap.mp44.48 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/02_who-this-specialization-is-for-and-what-you-will-be-able-to-do/03_what-you-ll-be-able-to-do.mp44.45 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/05_summarizing-mixture-models/01_a-brief-recap.mp44.42 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/01_what-we-ve-learned/01_slides-presented-in-this-module_closing.pdf4.35 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/01_welcome-to-the-course/05_impact-of-classification.mp44.04 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/05_summarizing-multiple-regression/01_a-brief-recap.mp43.91 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/05_summarizing-overfitting-regularization-in-logistic-regression/01_recap-of-overfitting-regularization-in-logistic-regression.mp43.83 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/01_linear-regression-modeling/02_predicting-house-prices-a-case-study-in-regression.mp43.83 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/01_regression-fundamentals/02_a-case-study-in-predicting-house-prices.mp43.81 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/05_summarizing-clustering-with-k-means/02_a-brief-recap.mp43.73 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki_map_index_to_word.gl.zip3.7 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki_map_index_to_word.gl.zip3.7 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/01_scaling-ml-to-huge-datasets/01_slides-presented-in-this-module_online-learning-annotated.pdf3.65 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/05_summarizing-decision-trees/01_recap-of-decision-trees.mp43.43 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/07_inspecting-the-model-coefficients-learned.mp43.39 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/03_welcome-to-this-course-and-specialization.mp43.32 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_4_tf_idf.npz.zip3.24 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/01_overfitting-in-decision-trees/01_slides-presented-in-this-module_decision-trees-overfitting-annotated.pdf3.1 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/01_slides-presented-in-this-module_week4_ridgeregression-annotated.pdf3.01 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/02_analyzing-the-sentiment-of-reviews-a-case-study-in-classification.mp42.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/01_intuition-behind-decision-trees/01_slides-presented-in-this-module_decision-trees-annotated.pdf2.85 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/02_you-ve-made-it.mp42.82 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/05_lets-get-started.mp42.76 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/01_overfitting-in-classification/01_slides-presented-in-this-module_logistic-regression-overfitting-annotated.pdf2.56 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/05_programming-assignment/01_predicting-house-prices-assignment_home_data.csv2.48 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/01_the-amazing-idea-of-boosting-a-classifier/01_slides-presented-in-this-module_boosting-annotated.pdf2.21 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/02_document-retrieval-a-case-study-in-clustering-and-measuring-similarity.mp42.08 MiB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_mikolajczyk_pami05.pdf2 MiB