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Intro to Data Science Using Python- Your Best Starting Point

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视频 2021-11-14 11:27 2024-12-19 02:01 195 382.36 MB 29
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文件列表
  1. 1. Pre Introduction Installation and Guides/1. Installing Anaconda.mp423.54MB
  2. 1. Pre Introduction Installation and Guides/2. Your Way Around Jupyter Notebooks.mp422.35MB
  3. 1. Pre Introduction Installation and Guides/3. Dealing with The Course's Notebooks.mp45.72MB
  4. 2. Review Introduction/5. Getting Started Analyzing Data in Python.mp417.6MB
  5. 2. Review Introduction/4. Importing and Exporting Data in Python.mp417.6MB
  6. 2. Review Introduction/2. Understanding the Data.mp416.74MB
  7. 2. Review Introduction/1. The Problem.mp49.33MB
  8. 2. Review Introduction/3. Python Packages for Data Science.mp46.72MB
  9. 3. Data Wrangling/2. Dealing with Missing Values in Python.mp417.75MB
  10. 3. Data Wrangling/3. Data Formatting in Python.mp412.05MB
  11. 3. Data Wrangling/4. Data Normalization in Python.mp410.87MB
  12. 3. Data Wrangling/1. Pre-processing Data in Python.mp47.35MB
  13. 3. Data Wrangling/5. Binning in Python.mp47.18MB
  14. 3. Data Wrangling/6. Turning Categorical Variables into Quantitative Variables in Python.mp45.06MB
  15. 4. Exploratory Data Analysis/2. Descriptive Statistics.mp415.67MB
  16. 4. Exploratory Data Analysis/6. Analysis of Variance ANOVA.mp412.78MB
  17. 4. Exploratory Data Analysis/5. Correlation Statistics.mp411.68MB
  18. 4. Exploratory Data Analysis/3. GroupBy in Python.mp48.38MB
  19. 4. Exploratory Data Analysis/4. Correlation.mp47.85MB
  20. 4. Exploratory Data Analysis/1. Exploratory Data Analysis.mp43.28MB
  21. 5. Model Development/6. Prediction and Decision Making.mp420.2MB
  22. 5. Model Development/2. Linear Regression and Multiple Linear Regression.mp419.72MB
  23. 5. Model Development/4. Polynomial Regression and Pipelines.mp415.46MB
  24. 5. Model Development/3. Model Evaluation Using Visualization.mp415.01MB
  25. 5. Model Development/5. Measures for In-Sample Evaluation.mp412.97MB
  26. 5. Model Development/1. Model Development.mp46.33MB
  27. 6. Model Evaluation and Refinement/1. Model Evaluation and Refinement.mp425.9MB
  28. 6. Model Evaluation and Refinement/2. Overfitting, Underfitting and Model Selection.mp414.3MB
  29. 6. Model Evaluation and Refinement/3. Ridge Regression.mp412.98MB
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