Comparison · AI and machine learning books
Hands-On Machine Learning vs An Introduction to Statistical Learning (Python edition): which is better in 2026?
Hands-On Machine Learning87.0#6 in best AI and machine learning booksAn Introduction to Statistical Learning (Python edition)90.0#4 in best AI and machine learning booksAn Introduction to Statistical Learning (Python edition) ranks higher in our list of AI and machine learning books (#4 against #6, score 90.0 against 87.0).
- 87.0Editorial score90.0
- 1Formats2
- NoFree to useYes
Which should you choose?
Choose Hands-On Machine Learning if you want
Building models with scikit-learn and TensorFlow.
Practical code for classical models and neural networks, built on scikit-learn, Keras and TensorFlow. It is paid with no free text, and it goes less deep into theory than the books above it.
Choose An Introduction to Statistical Learning (Python edition) if you want
Statistical learning for beginners with Python.
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.
The main differences
- An Introduction to Statistical Learning (Python edition) can be used for free; Hands-On Machine Learning requires payment.
Side by side
 Hands-On Machine Learning | An Introduction to Statistical Learning (Python edition) | |
|---|---|---|
| Score | 87.0 | 90.0 |
| Rank in list | #6 of 13 | #4 of 13 |
| Price | PaidPrint editions from O'Reilly; price varies by seller | FreeFree PDF download; printed copies sold separately |
| Free to use | No | Yes |
| Formats | PDF, Print | |
| Author | Aurélien Géron | Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani and Jonathan Taylor |
| Level | Intermediate | Beginner |
| Free to read online | No | Yes |
| Latest edition | 2022, O'Reilly | 2023, Python edition |
| Math required | Light: basic Python and algebra | Light: basic statistics |
| Best for | Building models with scikit-learn and TensorFlow | Statistical learning for beginners with Python |
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| Links | Visit site | Visit site |
Questions about Hands-On Machine Learning vs An Introduction to Statistical Learning (Python edition)
- Is An Introduction to Statistical Learning (Python edition) better than Hands-On Machine Learning?
- An Introduction to Statistical Learning (Python edition) ranks higher in our list of AI and machine learning books (#4 against #6, score 90.0 against 87.0). Hands-On Machine Learning is best for: building models with scikit-learn and TensorFlow. An Introduction to Statistical Learning (Python edition) is best for: statistical learning for beginners with Python.
- Which is cheaper, Hands-On Machine Learning or An Introduction to Statistical Learning (Python edition)?
- Hands-On Machine Learning: Print editions from O'Reilly; price varies by seller. An Introduction to Statistical Learning (Python edition): Free PDF download; printed copies sold separately.
Choosing between the two
Learning Center
1:17How to decide between two good optionsSettle a close call by sorting it by how hard it is to undo, setting a deadline, scoring the criteria as a tie-breaker and writing down why you chose.
1:20How to compare products fairly: what to keep in mindDefine the job, cap the must-haves, compare like with like, count total cost over one period and weigh the criteria. Includes a worked example.
