Machine learning crash course

Fast-paced, practical introduction to machine learning, featuring a series of lessons with video lectures, interactive visualizations, and hands-on practice exercises, provided by Google

developers.google.com/machine-learning/crash-course

Part 1. ML models

• Chapter 1. Linear regression
• Chapter 2. Logistic regression
• Chapter 3. Classification

Part 2. Data

• Chapter 4. Working with numerical data
• Chapter 5. Working with categorical data
• Chapter 6. Datasets, generalization, and overfitting

Part 3. Advanced ML models

• Chapter 7. Neural networks
• Chapter 8. Embeddings
• Chapter 9. Large language models

Part 4. Real-world ML

• Chapter 10. Production ML systems
• Chapter 11. Automated ML
• Chapter 12. Fairness