1. Introduction.mp4 (57.16 MB)
10. Dealing with Huge Data.mp4 (123.18 MB)
11. Combining Multiple Data Sources.mp4 (44.49 MB)
12. Data Cleaning.mp4 (13.83 MB)
13. Dealing with Missing Data.mp4 (100 MB)
14. Scaling and Binning Numerical Data.mp4 (149.16 MB)
15. Validating Data with Schemas.mp4 (118.39 MB)
16. Encoding Categorical Data.mp4 (79.69 MB)
17. Exploratory Data Analysis.mp4 (79.69 MB)
18. Visual Data Exploration.mp4 (115.77 MB)
19. Descriptive Statistics.mp4 (115.77 MB)
2. Class Project.mp4 (30.03 MB)
20. Dividing Data into Subsets.mp4 (162.78 MB)
21. Finding and Understanding Relations in the Data.mp4 (68.14 MB)
22. Machine Learning.mp4 (19.72 MB)
23. Linear Regression for Price Prediction.mp4 (93.31 MB)
24. Decision Trees and Random Forests.mp4 (73 MB)
25. Machine Learning Classification.mp4 (119.17 MB)
26. Data Clustering for Deeper Insights.mp4 (77.06 MB)
27. Validation of Machine Learning Models.mp4 (115.12 MB)
28. ML Interpretability.mp4 (191.82 MB)
29. Intro to Machine Learning Fairness.mp4 (100.29 MB)
3. What is Data Science.mp4 (66.41 MB)
30. Visuals & Reports.mp4 (191.82 MB)
31. Visualization Basics.mp4 (191.82 MB)
32. Visualizing Geospatial Information.mp4 (65.12 MB)
33. Exporting Data and Visualizations.mp4 (61.58 MB)
34. Creating Presentations directly in Jupyter.mp4 (25.35 MB)
35. Generating PDF Reports from Jupyter.mp4 (32.73 MB)
36. Conclusion and Congratulations!.mp4 (35.99 MB)
4. Tool Overview.mp4 (70.35 MB)
5. How To Find Help.mp4 (133.54 MB)
6. Data Loading.mp4 (6.91 MB)
7. Loading Excel and CSV files.mp4 (68.78 MB)
8. Loading Data from SQL.mp4 (53.1 MB)
9. Loading Any Data File.mp4 (75.29 MB)
Exercises.zip (16.64 MB)
notebooks.zip (7.82 MB)