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Top 20 Machine Learning Books in 2025
Top 20 Machine Learning Books in 2025
20 best machine learning books in 2025
1. “Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow”
Author
: Aurélien Géron
Price
: ₹3,000 – ₹3,500 (approx.)
Overview
: A practical approach to machine learning with Python libraries like Scikit-Learn, Keras, and TensorFlow.
Level
: Beginner to Intermediate
Link
2. “Pattern Recognition and Machine Learning”
Author
: Christopher M. Bishop
Price
: ₹4,500 – ₹5,500 (approx.)
Overview
: Focuses on probabilistic models and statistical methods in machine learning.
Level
: Intermediate to Advanced
Link
:
3. “Deep Learning”
Authors
: Ian Goodfellow, Yoshua Bengio, and Aaron Courville
Price
: ₹6,000 – ₹7,500 (approx.)
Overview
: A foundational text on deep learning covering theory, models, and algorithms.
Level
: Advanced
Link
:
4. “Machine Learning Yearning”
Author
: Andrew Ng
Price
: ₹900 – ₹1,500 (approx.) (Free eBook version available)
Overview
: A guide to structuring machine learning projects, written by one of the field’s leading experts.
Level
: Beginner to Intermediate
Link
:
5. “The Elements of Statistical Learning”
Authors
: Trevor Hastie, Robert Tibshirani, and Jerome Friedman
Price
: ₹800 – ₹1,000 (approx.)
Overview
: A comprehensive resource on statistical methods and machine learning theory.
Level
: Advanced
Link
:
6. “Introduction to Machine Learning with Python”
Authors
: Andreas C. Müller and Sarah Guido
Price
: ₹1,300 – ₹2,000 (approx.)
Overview
: A practical introduction to machine learning with Python, focusing on the Scikit-Learn library.
Level
: Beginner to Intermediate
Link
:
7. “Machine Learning: A Probabilistic Perspective”
Author
: Kevin P. Murphy
Price
: ₹5,500 – ₹6,500 (approx.)
Overview
: A deep dive into probabilistic graphical models, a key aspect of modern machine learning.
Level
: Advanced
Link
:
8. “Deep Reinforcement Learning Hands-On”
Author
: Maxim Lapan
Price
: ₹2,500 – ₹3,000 (approx.)
Overview
: A hands-on guide to deep reinforcement learning using Python and PyTorch.
Level
: Intermediate to Advanced
Link
:
9. “Data Science for Business”
Authors
: Foster Provost and Tom Fawcett
Price
: ₹1,500 – ₹2,000 (approx.)
Overview
: Connects machine learning concepts to business strategy and decision-making.
Level
: Beginner to Intermediate
Link
:
10. “Bayesian Reasoning and Machine Learning”
Author
: David Barber
Price
: ₹3,500 – ₹4,000 (approx.)
Overview
: Focuses on Bayesian methods and their applications in machine learning.
Level
: Intermediate to Advanced
Link
:
11.
“Machine Learning”
Author
: Tom M. Mitchell
Price
: ₹1,000 – ₹2,000 (approx.)
Overview
: A classic introduction to machine learning covering both theory and algorithms.
Level
: Beginner
Link
:
12. “Neural Networks and Deep Learning”
Author
: Michael Nielsen
Price
: ₹2,000 – ₹2,500 (approx.)
Overview
: A beginner-friendly guide to neural networks and deep learning.
Level
: Beginner to Intermediate
Link
:
13. “The Hundred-Page Machine Learning Book”
Author
: Andriy Burkov
Price
: ₹2,500 – ₹4,000 (approx.)
Overview
: A concise guide that covers essential machine learning concepts and algorithms.
Level
: Beginner to Intermediate
Link
:
14. “Machine Learning for Dummies”
Authors
: John Paul Mueller and Luca Massaron
Price
: ₹600 – ₹1,500 (approx.)
Overview
: A beginner-friendly guide for those just starting with machine learning.
Level
: Beginner
Link
:
15. “Artificial Intelligence: A Modern Approach”
Authors
: Stuart Russell and Peter Norvig
Price
: ₹1,000 – ₹2,000 (approx.)
Overview
: A comprehensive text on AI that also covers key machine learning topics.
Level
: Intermediate to Advanced
Link
:
16. “Python Machine Learning”
Author
: Sebastian Raschka
Price
: ₹1,500 – ₹2,500 (approx.)
Overview
: Focuses on building machine learning models with Python, including practical examples.
Level
: Beginner to Intermediate
Link
:
17. “Advanced Machine Learning with Python”
Author
: John Hearty
Price
: ₹2,000 – ₹3,000 (approx.)
Overview
: An advanced book focusing on building and deploying machine learning models.
Level
: Advanced
Link
:
18. “Practical Deep Learning for Coders”
Authors
: Jeremy Howard and Sylvain Gugger
Price
: ₹2,500 – ₹3,500 (approx.)
Overview
: A hands-on guide to deep learning with the Fastai library and PyTorch.
Level
: Intermediate to Advanced
Link
:
19. “Building Machine Learning Powered Applications”
Author
: Emmanuel Ameisen
Price
: ₹1,000 – ₹1,500 (approx.)
Overview
: A practical guide to building real-world machine learning applications.
Level
: Intermediate
Link
:
20. “Machine Learning in Action”
Author
: Peter Harrington
Price
: ₹800 – ₹1,000 (approx.)
Overview
: A hands-on guide that explains machine learning algorithms with examples in Python.
Level
: Intermediate
Link
:
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