# An Introduction to Statistical Learning (Python edition) vs Probabilistic Machine Learning: An Introduction

Source: https://listme.name/compare/introduction-to-statistical-learning-vs-probabilistic-machine-learning
Framed by the ranking: https://listme.name/best/ai-and-machine-learning-books

| | An Introduction to Statistical Learning (Python edition) | Probabilistic Machine Learning: An Introduction |
|---|---|---|
| Score | 90.0 | 92.5 |
| Rank | #4 | #2 |
| Price | Free | Free |
| Best for | Statistical learning for beginners with Python | Probabilistic modeling and Bayesian methods |
| Level | Beginner | Advanced |
| Free to read online | Yes | Yes |
| Latest edition | 2023, Python edition | 2022, MIT Press; draft PDF updated |
| Math required | Light: basic statistics | Heavy: probability and calculus |

The most approachable text here, with Python labs and a free PDF. It stops short of the mathematics in the Murphy and Bishop books, which suits readers starting out. A broad, current treatment of machine learning as probabilistic modeling, with a free draft PDF. It is more mathematical than the practical texts here and newer than Bishop's 2006 book.