Comparison · AI and machine learning books

Deep Learning vs Hands-On Machine Learning: which is better in 2026?

Deep Learning ranks higher in our list of AI and machine learning books (#1 against #6, score 94.5 against 87.0).

How we rank Share

  • 94.5
    Editorial score
    87.0
  • 2
    Formats
    1
  • Yes
    Free to use
    No

Which should you choose?

Choose Deep Learning if you want

Foundations of deep learning, free online.

The canonical free textbook for the foundations of deep learning, with the full text online. It predates transformers, so pair it with a current practical guide for modern architectures.

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.

The main differences

  • Deep Learning can be used for free; Hands-On Machine Learning requires payment.

Side by side

Deep LearningHands-On Machine Learning
Score94.587.0
Rank in list#1 of 13#6 of 13
PriceFreeFull text free online; print copies sold separatelyPaidPrint editions from O'Reilly; price varies by seller
Free to useYesNo
FormatsRead online, PrintPrint
AuthorIan Goodfellow, Yoshua Bengio and Aaron CourvilleAurélien Géron
LevelAdvancedIntermediate
Free to read onlineYesNo
Latest edition2016, MIT Press2022, O'Reilly
Math requiredHeavy: linear algebra and probabilityLight: basic Python and algebra
Best forFoundations of deep learning, free onlineBuilding models with scikit-learn and TensorFlow
Strengths
  • Full text free to read on the book's website
  • Covers the mathematics used throughout deep learning
  • Written by three researchers who work on deep learning
  • Teaches methods through code
  • Covers scikit-learn, Keras and TensorFlow
  • Recent 2022 edition
Limits
  • Published in 2016, before transformers and large language models
  • Little code; examples are mostly mathematical
  • Less mathematical depth than the theory texts
  • No free full text online
LinksVisit site Visit site

Questions about Deep Learning vs Hands-On Machine Learning

Is Deep Learning better than Hands-On Machine Learning?
Deep Learning ranks higher in our list of AI and machine learning books (#1 against #6, score 94.5 against 87.0). Deep Learning is best for: foundations of deep learning, free online. Hands-On Machine Learning is best for: building models with scikit-learn and TensorFlow.
Which is cheaper, Deep Learning or Hands-On Machine Learning?
Deep Learning: Full text free online; print copies sold separately. Hands-On Machine Learning: Print editions from O'Reilly; price varies by seller.