Welcome
This is the course materials site for Fullstack Academy AI/ML cohort 2605.
Use the Notebooks page to find and download activity and demo notebooks for each lesson. Use the Resources section for reference guides covering tools, commands, and environment setup.
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 |