Dive into Deep Learning
Interactive free online deep learning book with runnable code
- #3 of 13 in best AI and machine learning books
- Free
- Free to use
- Read online
Ranked 3 of 13 in best AI and machine learning books
Free runnable notebooks in several frameworks make it the most hands-on free option here. It covers less theory than the Goodfellow text, and it has no finished print edition listed.
Best for Hands-on deep learning with free notebooks
About Dive into Deep Learning
The book teaches deep learning through short sections, and each section pairs a concept with working code. The site covers preliminaries, linear and convolutional networks, sequence models, attention, optimization and applications in vision and language. Recent additions include reinforcement learning, Gaussian processes and transformers.
The text is free on the web and maintained as an open source project. Because it supports several frameworks, readers can follow the same material in PyTorch, TensorFlow, JAX or MXNet. It suits students who learn by running notebooks. The site shows fewer theoretical proofs than the Goodfellow text, so readers who want the derivations will need a second source.
Key features
- Math, figures and code in every section
- PyTorch, JAX, TensorFlow and MXNet versions
- Jupyter notebooks
- Transformers and reinforcement learning added
Strengths
- Each section is a runnable notebook
- The same material in several frameworks
- Free to read on the web
Limits
- Web-first, with no finished print edition listed
- Less theory than the Goodfellow text
Where Dive into Deep Learning ranks
How Dive into Deep Learning compares
| Product | Score | Price | Formats | Level | Free to read online | Latest edition | Math required |
|---|---|---|---|---|---|---|---|
#1 Deep Learning | 94.5 | Free | Read online, Print | Advanced | Yes | 2016, MIT Press | Heavy: linear algebra and probability |
#2 Probabilistic Machine Learning: An Introduction | 92.5 | Free | PDF, Print | Advanced | Yes | 2022, MIT Press; draft PDF updated | Heavy: probability and calculus |
#3 Dive into Deep Learning | 91.0 | Free | Read online | Intermediate | Yes | Continuously updated online | Moderate: calculus and linear algebra |
| #4An Introduction to Statistical Learning (Python edition) | 90.0 | Free | PDF, Print | Beginner | Yes | 2023, Python edition | Light: basic statistics |
#5 Deep Learning with Python, Third Edition | 88.5 | Paid | PDF, EPUB, Print | Intermediate | No | 3rd edition, September 2025 | Light: basic Python and algebra |
The full comparison table for best AI and machine learning books has all 13 products.
Alternatives to Dive into Deep Learning
All 12 alternatives- Deep LearningGraduate-level textbook on deep learning from MIT Press, free online
- Probabilistic Machine Learning: An IntroductionProbability-based machine learning textbook with a free draft PDF
- An Introduction to Statistical Learning (Python edition)Accessible statistical learning textbook with Python labs and a free PDF
- Deep Learning with Python, Third EditionHands-on Python deep learning guide covering Keras 3, PyTorch and JAX
Hands-On Machine LearningPractical machine learning with scikit-learn, Keras and TensorFlow
Mathematics for Machine LearningMath foundations for machine learning with a free PDF from the authors
Compare Dive into Deep Learning
- Dive into Deep LearningversusDeep Learning
- Dive into Deep LearningversusProbabilistic Machine Learning: An Introduction
- Dive into Deep LearningversusAn Introduction to Statistical Learning (Python edition)
- Dive into Deep LearningversusDeep Learning with Python, Third Edition
- Dive into Deep LearningversusHands-On Machine Learning
- Dive into Deep LearningversusMathematics for Machine Learning
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Questions about Dive into Deep Learning
- Is Dive into Deep Learning free?
- Dive into Deep Learning can be used without paying: Free to read on the web; no print edition on the site yet. Check the vendor’s pricing page for current limits.
- Which formats is Dive into Deep Learning available in?
- Dive into Deep Learning is offered as Read online.
- What is Dive into Deep Learning best for?
- Hands-on deep learning with free notebooks. In our ranking of AI and machine learning books it is number 3 of 13 with a score of 91.0.
- What are the best alternatives to Dive into Deep Learning?
- The highest-ranked alternatives on listme.name are Deep Learning, Probabilistic Machine Learning: An Introduction, An Introduction to Statistical Learning (Python edition), Deep Learning with Python, Third Edition.
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