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Coursera - Applied Data Science with Python
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Other > Other
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1.97 GiB (2114984419 Bytes)
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tuts756
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C9EF88CFE0137F6A4292823F0765A5D4B93FF313




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Description

The 5 courses in this University of Michigan specialization introduce learners to data science through the python programming language. This skills-based specialization is intended for learners who have a basic python or programming background, and want to apply statistical, machine learning, information visualization, text analysis, and social network analysis techniques through popular python toolkits such as pandas, matplotlib, scikit-learn, nltk, and networkx to gain insight into their data.

Introduction to Data Science in Python (course 1), Applied Plotting, Charting & Data Representation in Python (course 2), and Applied Machine Learning in Python (course 3) should be taken in order and prior to any other course in the specialization. After completing those, courses 4 and 5 can be taken in any order. All 5 are required to earn a certificate.

The course also features interviews with leading researchers and managers, from both industry and academia

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[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/04_network-evolution/01_module-4-applications/03_small-world-networks.mp453.03 MiB
TutsNode.com.txt63 B
[TutsNode.com] - Applied Data Science with Python/python-plotting/05_Resources/03_course-slides/01__Week2_Slides_Final.pdf482.41 KiB
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[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/04_network-evolution/01_module-4-applications/04_link-prediction.mp442.14 MiB
[TutsNode.com] - Applied Data Science with Python/python-plotting/05_Resources/03_course-slides/01__Week3Slides.pptx359.34 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/03_help-us-learn-more-about-you_instructions.html1.66 KiB
[TutsNode.com] - Applied Data Science with Python/python-plotting/01_module-1-principles-of-information-visualization/01_principles-of-information-visualization/01_introduction.en.srt6.6 KiB
.pad/179 B
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/03_module-3-evaluation/01_module-3-evaluation/01_model-evaluation-selection.mp431.76 MiB
[TutsNode.com] - Applied Data Science with Python/python-text-mining/05_Resources/04_lecture-slides/01__1.2_Handling_Text_in_Python.pdf242.52 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/06_notice-for-auditing-learners-assignment-submission_instructions.html1.61 KiB
[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/03_recurrent-neural-networks-for-time-series/01_recurrent-neural-networks-for-time-series/01_week-3-a-conversation-with-andrew-ng.en.srt5.08 KiB
.pad/259 B
[TutsNode.com] - Applied Data Science with Python/python-text-mining/03_module-3-classification-of-text/01_module-3-classification-of-text/05_support-vector-machines.mp431.39 MiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/05_Resources/01_additional-resources/01__classes.html90.23 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/01_introduction-to-supervised-machine-learning.en.srt22.13 KiB
.pad/336 B
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/06_linear-regression-ridge-lasso-and-polynomial-regression.mp429.31 MiB
[TutsNode.com] - Applied Data Science with Python/python-text-mining/01_module-1-working-with-text-in-python/01_module-1-working-with-text-in-python/10_resources-common-issues-with-free-text_re.html196.31 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/02_assignment-1/01_assignment-1-submission_instructions.html1.06 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/03_module-3-evaluation/01_module-3-evaluation/07_practical-guide-to-controlled-experiments-on-the-web-optional_2007GuideControlledExperiments.pdf493.03 KiB
[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/01_why-study-networks-and-basics-on-networkx/01_module-1-why-study-networks-and-basics-on-networkx/06_bipartite-graphs.en.srt18.59 KiB
.pad/497 B
[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/04_network-evolution/01_module-4-applications/01_preferential-attachment-model.mp429.29 MiB
[TutsNode.com] - Applied Data Science with Python/python-text-mining/05_Resources/04_lecture-slides/01__3.4_Naive_Bayes_Variations.pdf210.48 KiB
[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/04_real-world-time-series-data/01_real-world-time-series-data/06_lstm.en.srt2.47 KiB
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[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/12_decision-trees.mp427.49 MiB
[TutsNode.com] - Applied Data Science with Python/python-plotting/02_module-2-basic-charting/01_module-2-basic-charting/08_bar-charts.en.srt5.49 KiB
.pad/686 B
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/04_module-4-supervised-machine-learning-part-2/01_module-4-supervised-machine-learning-part-2/04_neural-networks.mp427.09 MiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/10_zachary-lipton-the-foundations-of-algorithmic-bias-optional_instructions.html1.97 KiB
[TutsNode.com] - Applied Data Science with Python/python-text-mining/04_module-4-topic-modeling/01_module-4-topic-modeling/06_additional-resources-readings_blei03a.pdf408.2 KiB
[TutsNode.com] - Applied Data Science with Python/python-plotting/01_module-1-principles-of-information-visualization/01_principles-of-information-visualization/11_graphical-heuristics-lie-factor-and-spark-lines-edward-tufte.en.srt5.38 KiB
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[TutsNode.com] - Applied Data Science with Python/python-machine-learning/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/09_k-nearest-neighbors-classification.mp426.9 MiB
[TutsNode.com] - Applied Data Science with Python/python-plotting/05_Resources/02_additional-python-resources/01__classes.html90.23 KiB
[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/02_deep-neural-networks-for-time-series/01_deep-neural-networks-for-time-series/15_week-2-quiz_exam.html11.03 KiB
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[TutsNode.com] - Applied Data Science with Python/python-text-mining/04_module-4-topic-modeling/01_module-4-topic-modeling/05_information-extraction.mp426.69 MiB
[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/04_network-evolution/01_module-4-applications/02_power-laws-and-rich-get-richer-phenomena-optional_networks-book-ch18.pdf311.95 KiB
[TutsNode.com] - Applied Data Science with Python/python-text-mining/04_module-4-topic-modeling/01_module-4-topic-modeling/06_additional-resources-readings_instructions.html2.13 KiB
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[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/10_kernelized-support-vector-machines.mp426.69 MiB
[TutsNode.com] - Applied Data Science with Python/python-text-mining/05_Resources/04_lecture-slides/01__2.3_Advanced_NLP_Tasks_with_NLTK.pdf309.47 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/13_a-few-useful-things-to-know-about-machine-learning_instructions.html1.6 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/14_ed-yong-genetic-test-for-autism-refuted-optional_instructions.html1.67 KiB
[TutsNode.com] - Applied Data Science with Python/python-text-mining/04_module-4-topic-modeling/01_module-4-topic-modeling/04_practice-quiz_quiz.html2.37 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/02_assignment-2/01_assignment-2-submission_instructions.html1.05 KiB
[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/01_why-study-networks-and-basics-on-networkx/01_module-1-why-study-networks-and-basics-on-networkx/09_module-1-quiz_exam.html488.89 KiB
[TutsNode.com] - Applied Data Science with Python/python-text-mining/04_module-4-topic-modeling/01_module-4-topic-modeling/01_semantic-text-similarity.en.srt21.29 KiB
[TGx]Downloaded from torrentgalaxy.to .txt585 B
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[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/03_influence-measures-and-network-centralization/01_module-3-influence-measures-and-network-centralization/02_betweenness-centrality.mp426.4 MiB
[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/05_Resources/02_additional-resources/01__classes.html90.23 KiB
[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/01_sequences-and-prediction/02_sequences-and-prediction/01_time-series-examples.en.srt7.26 KiB
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[TutsNode.com] - Applied Data Science with Python/python-text-mining/03_module-3-classification-of-text/01_module-3-classification-of-text/03_naive-bayes-classifiers.mp426.37 MiB
[TutsNode.com] - Applied Data Science with Python/python-plotting/03_module-3-charting-fundamentals/01_module-3-charting-fundamentals/03_selecting-the-number-of-bins-in-a-histogram-a-decision-theoretic-approach_hist.pdf116.4 KiB
[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/02_network-connectivity/01_module-2-network-connectivity/03_connected-components.en.srt14.58 KiB
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[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/03_influence-measures-and-network-centralization/01_module-3-influence-measures-and-network-centralization/05_hubs-and-authorities.mp426.22 MiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/03_module-3-evaluation/01_module-3-evaluation/07_practical-guide-to-controlled-experiments-on-the-web-optional_instructions.html1.77 KiB
[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/03_influence-measures-and-network-centralization/01_module-3-influence-measures-and-network-centralization/07_module-3-quiz_exam.html282.97 KiB
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[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/02_network-connectivity/01_module-2-network-connectivity/02_distance-measures.mp426.06 MiB
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[TutsNode.com] - Applied Data Science with Python/python-text-mining/05_Resources/04_lecture-slides/01__4.2_Topic_Modeling.pdf446.65 KiB
[TutsNode.com] - Applied Data Science with Python/python-text-mining/01_module-1-working-with-text-in-python/01_module-1-working-with-text-in-python/02_help-us-learn-more-about-you_instructions.html1.85 KiB
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[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/01_introduction-to-supervised-machine-learning.mp424.94 MiB
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[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/08_linear-classifiers-support-vector-machines.en.srt15.54 KiB
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[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/05_linear-regression-least-squares.mp423.92 MiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/04_module-4-supervised-machine-learning-part-2/01_module-4-supervised-machine-learning-part-2/05_neural-networks-made-easy-optional_instructions.html1.52 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/04_module-4-supervised-machine-learning-part-2/01_module-4-supervised-machine-learning-part-2/06_play-with-neural-networks-tensorflow-playground-optional_instructions.html2 KiB
[TutsNode.com] - Applied Data Science with Python/python-plotting/02_module-2-basic-charting/02_assignment-2/01_plotting-weather-patterns_assignment2_rubric.pdf75.27 KiB
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[TutsNode.com] - Applied Data Science with Python/python-machine-learning/04_module-4-supervised-machine-learning-part-2/01_module-4-supervised-machine-learning-part-2/08_deep-learning-in-a-nutshell-core-concepts-optional_instructions.html1.56 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/04_module-4-supervised-machine-learning-part-2/01_module-4-supervised-machine-learning-part-2/14_rules-of-machine-learning-best-practices-for-ml-engineering-optional_rules_of_ml.pdf449.46 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/04_module-4-supervised-machine-learning-part-2/01_module-4-supervised-machine-learning-part-2/09_assisting-pathologists-in-detecting-cancer-with-deep-learning-optional_instructions.html1.31 KiB
[TutsNode.com] - Applied Data Science with Python/python-plotting/02_module-2-basic-charting/01_module-2-basic-charting/03_matplotlib_matplotlib.html42.28 KiB
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[TutsNode.com] - Applied Data Science with Python/python-machine-learning/04_module-4-supervised-machine-learning-part-2/01_module-4-supervised-machine-learning-part-2/11_the-treachery-of-leakage-optional_instructions.html1.36 KiB
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[TutsNode.com] - Applied Data Science with Python/python-text-mining/05_Resources/04_lecture-slides/01__3.1_Text_Classification.pdf350.17 KiB
[TutsNode.com] - Applied Data Science with Python/python-plotting/05_Resources/04_acknowledgements-credits/01__Diamonds-Were-a-Girls-Best-Friend.jpg146.83 KiB
[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/03_influence-measures-and-network-centralization/01_module-3-influence-measures-and-network-centralization/06_centrality-examples.en.srt13.79 KiB
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[TutsNode.com] - Applied Data Science with Python/python-machine-learning/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/04_key-concepts-in-machine-learning.mp423.8 MiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/01_module-1-fundamentals-of-machine-learning-intro-to-scikit-learn/11_module-1-quiz_exam.html180.34 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/04_module-4-supervised-machine-learning-part-2/03_optional-unsupervised-machine-learning/04_how-to-use-t-sne-effectively_instructions.html1.16 KiB
[TutsNode.com] - Applied Data Science with Python/python-machine-learning/04_module-4-supervised-machine-learning-part-2/03_optional-unsupervised-machine-learning/05_how-machines-make-sense-of-big-data-an-introduction-to-clustering-algorithms_instructions.html1.32 KiB
[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/04_network-evolution/01_module-4-applications/01_preferential-attachment-model.en.srt18.44 KiB
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[TutsNode.com] - Applied Data Science with Python/python-text-mining/02_module-2-basic-natural-language-processing/01_module-2-basic-natural-language-processing/02_basic-nlp-tasks-with-nltk.mp423.49 MiB
[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/01_why-study-networks-and-basics-on-networkx/01_module-1-why-study-networks-and-basics-on-networkx/01_course-syllabus_instructions.html11.43 KiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/03_recurrent-neural-networks-for-time-series/01_recurrent-neural-networks-for-time-series/11_link-to-the-lstm-lesson_instructions.html1.08 KiB
[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/03_recurrent-neural-networks-for-time-series/01_recurrent-neural-networks-for-time-series/07_more-info-on-huber-loss_instructions.html1.04 KiB
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[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/08_linear-classifiers-support-vector-machines.mp418.32 MiB
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[TutsNode.com] - Applied Data Science with Python/python-plotting/02_module-2-basic-charting/01_module-2-basic-charting/06_scatterplots.mp417.65 MiB
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[TutsNode.com] - Applied Data Science with Python/python-text-mining/03_module-3-classification-of-text/01_module-3-classification-of-text/07_demonstration-case-study-sentiment-analysis.mp416.37 MiB
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[TutsNode.com] - Applied Data Science with Python/python-text-mining/01_module-1-working-with-text-in-python/01_module-1-working-with-text-in-python/09_internationalization-and-issues-with-non-ascii-characters.mp415.79 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/01_sequences-and-prediction/01_introduction/01_introduction-a-conversation-with-andrew-ng.mp410.9 MiB
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[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/02_network-connectivity/01_module-2-network-connectivity/05_ta-demonstration-simple-network-visualizations-in-networkx.mp410.09 MiB
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[TutsNode.com] - Applied Data Science with Python/python-plotting/03_module-3-charting-fundamentals/01_module-3-charting-fundamentals/05_heatmaps.mp47.65 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/01_sequences-and-prediction/02_sequences-and-prediction/04_introduction-to-time-series.mp47.59 MiB
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[TutsNode.com] - Applied Data Science with Python/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/03_supervised-learning-datasets.mp47.27 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/04_real-world-time-series-data/01_real-world-time-series-data/08_real-data-sunspots.mp45.08 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/04_real-world-time-series-data/01_real-world-time-series-data/04_bi-directional-lstms.mp44.7 MiB
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[TutsNode.com] - Applied Data Science with Python/python-plotting/04_module-4-applied-visualizations/02_project/01_becoming-an-independent-data-scientist.mp44.51 MiB
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[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/05_Resources/04_lecture-slides/01__4.1_Preferential_Attachment_Model.pdf4.37 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/01_sequences-and-prediction/02_sequences-and-prediction/06_train-validation-and-test-sets.mp44.19 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/04_real-world-time-series-data/01_real-world-time-series-data/06_lstm.mp43.88 MiB
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[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/05_Resources/04_lecture-slides/01__3.4_Scaled_Page_Rank.pdf3.38 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/03_recurrent-neural-networks-for-time-series/01_recurrent-neural-networks-for-time-series/12_coding-lstms.mp43.3 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/01_sequences-and-prediction/02_sequences-and-prediction/07_metrics-for-evaluating-performance.mp42.59 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/04_real-world-time-series-data/01_real-world-time-series-data/10_prediction.mp42.55 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/01_sequences-and-prediction/02_sequences-and-prediction/02_machine-learning-applied-to-time-series.mp42.46 MiB
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[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/05_Resources/04_lecture-slides/01__3.1_Degree_and_Closeness_Centrality.pdf2.18 MiB
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[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/05_Resources/04_lecture-slides/01__1.4_Bipartite_Graphs.pdf2.01 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/04_real-world-time-series-data/01_real-world-time-series-data/02_convolutions.mp41.87 MiB
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[TutsNode.com] - Applied Data Science with Python/python-social-network-analysis/05_Resources/04_lecture-slides/01__1.3_Node_and_Edge_Attributes.pdf1.51 MiB
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[TutsNode.com] - Applied Data Science with Python/tensorflow-sequences-time-series-and-prediction/04_real-world-time-series-data/02_course-4-wrap-up/02_congratulations.mp41.44 MiB
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[TutsNode.com] - Applied Data Science with Python/python-text-mining/05_Resources/04_lecture-slides/01__1.1_Introduction_to_Text_Mining.pdf1.28 MiB
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[TutsNode.com] - Applied Data Science with Python/python-text-mining/05_Resources/04_lecture-slides/01__1.4_Internationalization_and_Issues_with_Non-ASCII_Characters.pdf670.4 KiB
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[TutsNode.com] - Applied Data Science with Python/python-text-mining/05_Resources/04_lecture-slides/01__4.4_Information_Extraction.pdf518.47 KiB