Notebooks
How to download a notebook
- Click download next to a notebook to save the
.ipynbfile directly. - Open the downloaded file in VS Code.
Click view to open the notebook on GitHub first.
Unit 1: Python fundamentals
| Lesson | Topic | Type | Notebook |
|---|---|---|---|
| Bonus session | Introduction to Python | Demo | view · download |
| Lesson 4 | String methods, file I/O, and error handling | Demo | view · download |
| Lesson 4 | String methods, file I/O, and error handling | Activity | view · download |
| Lesson 4 | String methods, file I/O, and error handling | Solution | view · download |
| Lesson 5 | Loops and conditionals | Demo | view · download |
| Lesson 5 | Loops and conditionals | Activity | view · download |
| Lesson 5 | Loops and conditionals | Solution | view · download |
| Lesson 6 | Functions | Demo | view · download |
| Lesson 6 | Functions | Activity | view · download |
| Lesson 6 | Functions | Solution | view · download |
Unit 2: Data science fundamentals
| Lesson | Topic | Type | Notebook |
|---|---|---|---|
| Lesson 9 | NumPy | Demo | view · download |
| Lesson 9 | NumPy | Activity | view · download |
| Lesson 9 | Numpy | Solution | view . download |
| Lesson 10 | Pandas | Demo | view · download |
| Lesson 10 | Pandas | Activity | view · download |
| Lesson 10 | Pandas | Solution | view · download |
| Lesson 11 | Data visualization | Demo | view · download |
| Lesson 11 | Data visualization | Activity | view · download |
| Lesson 11 | Data visualization | Solution | view · download |
| Lesson 12 | Linear algebra & basic statistics | Intro | view · download |
| Lesson 12 | Linear algebra & basic statistics | Demo | view · download |
| Lesson 12 | PCA & feature space | Demo | view · download |
| Lesson 12 | Linear algebra & basic statistics | Activity | view · download |
| Lesson 12 | Linear algebra & basic statistics | Activity solution | view · download |
| Lesson 13 | Probability distributions | Activity | view · download |
| Lesson 13 | Probability distributions | Activity solution | view · download |
| Lesson 13 | Probability distributions | Demo | view · download |
| Lesson 14 | Advanced statistics | Demo | view · download |
| Lesson 14 | Advanced statistics | Activity | view · download |
| Lesson 14 | Advanced statistics | Activity (solution) | view · download |
| Lesson 15 | Data wrangling | Demo | view · download |
| Lesson 15 | Data wrangling | Activity | view · download |
| Lesson 16 | Feature engineering | Activity | view · download |