Data Science: Create Real World Projects
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Description
FAQ about Data Science:
What is Data Science?
Data science encapsulates the interdisciplinary activities required to create data-centric artifacts and applications that address specific scientific, socio-political, business, or other questions.
Let’s look at the constituent parts of this statement:
1. Data: Measurable units of information gathered or captured from activity of people, places and things.
2. Specific Questions: Seeking to understand a phenomenon, natural, social or other, can we formulate specific questions for which an answer posed in terms of patterns observed, tested and or modeled in data is appropriate.
3. Interdisciplinary Activities: Formulating a question, assessing the appropriateness of the data and findings used to find an answer require understanding of the specific subject area. Deciding on the appropriateness of models and inferences made from models based on the data at hand requires understanding of statistical and computational methods
Why Data Science?
The granularity, size and accessibility data, comprising both physical, social, commercial and political spheres has exploded in the last decade or more.
According to Hal Varian, Chief Economist at Google and I quote:
“I keep saying that the sexy job in the next 10 years will be statisticians and Data Scientist”
“The ability to take data—to be able to understand it, to process it, to extract value from it, to visualize it, to communicate it—that’s going to be a hugely important skill in the next decades, not only at the professional level but even at the educational level for elementary school kids, for high school kids, for college kids.”
************ ************Course Organization **************************
Section 1: Setting up Anaconda and Editor/Libraries
Section 2: Learning about Data Science Lifecycle and Methodologies
Section 3: Learning about Data preprocessing: Cleaning, normalization, transformation of data
Section 4: Some machine learning models: Linear/Logistic Regression
Section 5: Project 1: Hotel Booking Prediction System
Section 6: Project 2: Natural Language Processing
Section 7: Project 3: Artificial Intelligence
Section 8: Farewell
Who this course is for:
This course is dedicated to those people who has some knowledge of programming and wants to learn about how to solve data science and machine learning problems
This course is for them who wants to built career in the field of Data science and Machine Learning
This course is for them who wants to learn data science in perfect way: by learning about feature engineering: data cleaning, transforming and using it to algorithms
This course is for them who wants to learn Machine Learning and Artificial Intelligence by creating fun projects
Requirements
Basic knowledge of Python programming is essential
You should know topics of programming like functions, data structures and object oriented programming
Last Updated 4/2022
| [TutsNode.com] - Data Science Create Real World Projects/9 - Introduction to Linear Regression/45 - Learn about OLS [Ordinary Least Squares] algorithm.mp4 | 246.81 MiB |
| TutsNode.com.txt | 63 B |
| [TutsNode.com] - Data Science Create Real World Projects/10 - Introduction to Logistic Regression/52 - logistic.zip | 143.29 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/30 - min-max-scaler.ipynb | 48.52 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/3 - Data Science Lifecycle Methodology/7 - Phases of CRISP English.vtt | 4.36 KiB |
| [TGx]Downloaded from torrentgalaxy.to .txt | 585 B |
| .pad/0 | 146 B |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/76 - Cleaning the data.mp4 | 245.43 MiB |
| [TutsNode.com] - Data Science Create Real World Projects/10 - Introduction to Logistic Regression/53 - logistic.zip | 143.29 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/5 - Cleaning data (Coding session) Feature Engineering/27 - Sklearn-Feature-Importance.ipynb | 113.25 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/5 - Cleaning data (Coding session) Feature Engineering/28 - Sklearn-Feature-Importance.ipynb | 113.25 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/9 - Introduction to Linear Regression/49 - linear-regression-guide.zip | 86.69 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/32 - min-max-scaler.ipynb | 48.52 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/5 - Cleaning data (Coding session) Feature Engineering/24 - pandas-data-type-mismatch.ipynb | 44.75 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/8 - Introduction to Decision Tree/42 - Code Decision Tree classifier English.vtt | 34.66 KiB |
| .pad/1 | 1.68 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/5 - Cleaning data (Coding session) Feature Engineering/24 - Handle data type mismatch.mp4 | 242.79 MiB |
| [TutsNode.com] - Data Science Create Real World Projects/9 - Introduction to Linear Regression/46 - Introduction to working of Linear Regression English.vtt | 40.63 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/10 - Introduction to Logistic Regression/53 - Implement Logistic Regression part 2 English.vtt | 38.79 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/33 - standard-scaler.ipynb | 38.13 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/8 - Introduction to Decision Tree/40 - Decision Tree part 1 English.vtt | 37.18 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/9 - Introduction to Linear Regression/45 - Learn about OLS [Ordinary Least Squares] algorithm English.vtt | 34.06 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/5 - Cleaning data (Coding session) Feature Engineering/26 - pandas-missing-data.ipynb | 22.42 KiB |
| .pad/2 | 235 B |
| [TutsNode.com] - Data Science Create Real World Projects/8 - Introduction to Decision Tree/42 - Code Decision Tree classifier.mp4 | 235.47 MiB |
| [TutsNode.com] - Data Science Create Real World Projects/7 - Introduction to Machine Learning/38 - Introduction to pandas library English.vtt | 32.6 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/8 - Introduction to Decision Tree/41 - Decision Tree part 2 English.vtt | 30.61 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/13 - Project 3 Artificial Intelligence Neural Network/89 - Neuron English.vtt | 29.36 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/9 - Introduction to Linear Regression/49 - Implement Simple Linear Regression English.vtt | 28.73 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/8 - Introduction to Decision Tree/42 - Decision-Tree-Classifier.ipynb | 28.61 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/8 - Introduction to Decision Tree/43 - Decision-Tree-Classifier.ipynb | 28.61 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/5 - Cleaning data (Coding session) Feature Engineering/24 - Handle data type mismatch English.vtt | 27.27 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/2 - Data Science Environment Setup/4 - Introduction to Jupyter Notebook English.vtt | 27.03 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/72 - Splitting data and Building models English.vtt | 26.99 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/69 - Mean Encoding for Categorical attributes English.vtt | 26.37 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/18 - Inspect the data English.vtt | 2.41 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/10 - Introduction to Logistic Regression/52 - Implement Logistic Regression part 1 English.vtt | 25.33 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/13 - Project 3 Artificial Intelligence Neural Network/91 - Multi English.vtt | 24.43 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/79 - Creating wordcloud English.vtt | 22.98 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/5 - Cleaning data (Coding session) Feature Engineering/25 - pandas-duplicate-data.ipynb | 22.23 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/13 - Project 3 Artificial Intelligence Neural Network/90 - Learn to create MLP model English.vtt | 20.1 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/64 - Analysis 5 How long do people stay at the hotels English.vtt | 19.37 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/61 - Analysis 3 How does the price vary English.vtt | 18.97 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/7 - Introduction to Machine Learning/39 - Train Test split Concept English.vtt | 18.9 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/9 - Introduction to Linear Regression/44 - Introduction to Linear Regression English.vtt | 18.5 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/2 - Data Science Environment Setup/3 - Set up environment and Download Machine Learning Libraries English.vtt | 16.72 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/71 - Feature Importance English.vtt | 16.43 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/33 - Standardization in practice English.vtt | 16.31 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/19 - Cleaning the data English.vtt | 14.25 KiB |
| .pad/3 | 126 B |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/79 - Creating wordcloud.mp4 | 207.3 MiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/34 - one-hot-encoding.ipynb | 16.16 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/35 - one-hot-encoding.ipynb | 16.16 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/70 - Preparing our data English.vtt | 16.09 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/65 - Feature selection using coorelation English.vtt | 16.01 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/63 - Analysis 4 Which months are busy months English.vtt | 15.88 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/35 - One Hot Encoding in practice English.vtt | 15.16 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/5 - Cleaning data (Coding session) Feature Engineering/27 - Feature Importance English.vtt | 15.45 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/78 - Analyzing most commonly spoken words English.vtt | 15.08 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/62 - Sorting English.vtt | 14.86 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/60 - Analysis 2 How much do guests pay for room per night English.vtt | 14.77 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/9 - Introduction to Linear Regression/47 - Lecture Introduction to MSE, MAE, RMSE English.vtt | 14.76 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/58 - Clean your data English.vtt | 14.54 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/84 - Topic Modeling English.vtt | 14.46 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/59 - Analysis 1 Where do the guest come from English.vtt | 14.15 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/12 - Check if data is valid or not English.vtt | 13.52 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/13 - Project 3 Artificial Intelligence Neural Network/93 - Multi English.vtt | 13.29 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/23 - Finalize Data Munging English.vtt | 12.98 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/73 - Loading the data to the project English.vtt | 12.84 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/9 - Introduction to Linear Regression/48 - Introduction to R squared English.vtt | 12.83 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/8 - Introduction to Decision Tree/43 - Decision Tree GINI index English.vtt | 12.78 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/80 - Profanity English.vtt | 12.76 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/85 - Topic Modeling Part Of Speech Tagging English.vtt | 12.69 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/34 - Introduction to One Hot Encoding English.vtt | 12.46 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/5 - Cleaning data (Coding session) Feature Engineering/25 - Remove Duplicate data English.vtt | 12.34 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/2 - Data Science Environment Setup/2 - Install anaconda on your machine English.vtt | 12.33 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/32 - Normalization in practice English.vtt | 12.09 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/5 - Cleaning data (Coding session) Feature Engineering/26 - Handling missing data English.vtt | 11.92 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/67 - Refine Categorical attributes English.vtt | 10.82 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/31 - Data Standardization English.vtt | 10.76 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/29 - Introduction to Feature Importance English.vtt | 10.7 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/57 - Clean NA values English.vtt | 10.59 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/7 - Introduction to Machine Learning/36 - Types of data in Machine Learning English.vtt | 10.68 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/3 - Data Science Lifecycle Methodology/5 - Data Science Methodologies English.vtt | 9.29 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/7 - Introduction to Machine Learning/37 - Structured format for datasets English.vtt | 9.95 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/11 - Data Quality English.vtt | 9.17 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/77 - Creating Document Term Matrix English.vtt | 8.92 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/68 - Augment the data English.vtt | 8.86 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/13 - Project 3 Artificial Intelligence Neural Network/92 - Multi English.vtt | 8.79 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/66 - Refine Numerical attributes English.vtt | 8.67 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/22 - Introduction to Outliers English.vtt | 8.58 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/21 - Understand your data English.vtt | 8.51 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/75 - Storing data into the data frame English.vtt | 8.5 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/83 - Plotting Polarity and Subjectivity English.vtt | 8.25 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/82 - Sentiment Label English.vtt | 8.1 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/20 - Goal of data munging English.vtt | 7.88 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/74 - Introduction to Corpus and Term Document Matrix English.vtt | 7.73 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/3 - Data Science Lifecycle Methodology/9 - Phases of CRISP English.vtt | 7.57 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/10 - Introduction to Logistic Regression/51 - Learn about Gradient Descent English.vtt | 7.46 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/10 - Introduction to Logistic Regression/50 - Learn about Logistic Regression English.vtt | 7.33 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/3 - Data Science Lifecycle Methodology/6 - CRISP English.vtt | 6.9 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/16 - Uniformity of the data English.vtt | 6.67 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/5 - Cleaning data (Coding session) Feature Engineering/28 - Plot feature importance plot English.vtt | 6.45 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/86 - Text Generation English.vtt | 6 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/17 - How to ensure data quality English.vtt | 5.96 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/12 - Project 2 Natural Language Processing/81 - Sentimental Analysis English.vtt | 5.95 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/6 - Introduction to Feature Transformation/30 - Data Normalization English.vtt | 4.21 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/15 - Consistency of the data English.vtt | 4.06 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/4 - Introduction to Data Cleanup Munging/10 - Why to clean the data English.vtt | 3.52 KiB |
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| [TutsNode.com] - Data Science Create Real World Projects/13 - Project 3 Artificial Intelligence Neural Network/88 - Introduction to Neural Networks English.vtt | 3.22 KiB |
| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/55 - Setup project and import libraries English.vtt | 3.21 KiB |
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| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/56 - Import data to the project English.vtt | 2.55 KiB |
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| [TutsNode.com] - Data Science Create Real World Projects/11 - Project 1 Hotel Booking Prediction System (Learn Classification problem)/69 - Mean Encoding for Categorical attributes.mp4 | 206.78 MiB |
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| [TutsNode.com] - Data Science Create Real World Projects/10 - Introduction to Logistic Regression/53 - Implement Logistic Regression part 2.mp4 | 200.69 MiB |
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