Machine learning books are essential resources for anyone looking to deepen their understanding of this rapidly evolving field. In 2025, the best titles cover a range of topics, from foundational concepts to advanced techniques, ensuring that readers of all levels can find valuable insights. These books not only provide theoretical knowledge but also practical applications, making them indispensable for practitioners and enthusiasts alike. Whether you're a beginner or an experienced data scientist, exploring these top machine learning books will enhance your skills and keep you updated with the latest trends.
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−$14.39
The Hundred-Page Machine Learning Book (The Hundred-Page Books)
- Burkov, Andriy (Author)
- English (Publication Language)
- 160 Pages - 01/13/2019 (Publication Date) - Andriy Burkov (Publisher)
$25.56
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−$36.00
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
- Use scikit-learn to track an example ML project end to end
- Explore several models, including support vector machines, decision trees, random forests, and ensemble methods
- Exploit unsupervised learning techniques such as dimensionality reduction, clustering, and anomaly detection
- Dive into neural net architectures, including convolutional nets, recurrent nets, generative adversarial networks, autoencoders, diffusion models, and transformers
- Use TensorFlow and Keras to build and train neural nets for computer vision, natural language processing, generative models, and deep reinforcement learning
$53.99
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−$11.88
Why Machines Learn: The Elegant Math Behind Modern AI
- Hardcover Book
- Ananthaswamy, Anil (Author)
- English (Publication Language)
- 480 Pages - 07/16/2024 (Publication Date) - Dutton (Publisher)
$20.12
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−$25.99
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
- Huyen, Chip (Author)
- English (Publication Language)
- 386 Pages - 06/21/2022 (Publication Date) - O'Reilly Media (Publisher)
$40.00
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−$9.13
Machine Learning System Design Interview
- Aminian, Ali (Author)
- English (Publication Language)
- 294 Pages - 01/28/2023 (Publication Date) - ByeByteGo (Publisher)
$30.87
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−$5.03
Mathematics for Machine Learning
- Deisenroth, Marc Peter (Author)
- English (Publication Language)
- 398 Pages - 04/23/2020 (Publication Date) - Cambridge University Press (Publisher)
$46.96
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−$27.95
Machine Learning with PyTorch and Scikit-Learn: Develop machine learning and deep learning models with Python
- Sebastian Raschka (Author)
- English (Publication Language)
- 770 Pages - 02/25/2022 (Publication Date) - Packt Publishing (Publisher)
$27.04
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−$4.66
The StatQuest Illustrated Guide To Machine Learning
- Starmer, Josh (Author)
- English (Publication Language)
- 304 Pages - 11/07/2022 (Publication Date) - StatQuest Publications (Publisher)
$25.34
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−$14.11
Introduction to Machine Learning with Python: A Guide for Data Scientists
- Müller, Andreas C. (Author)
- English (Publication Language)
- 398 Pages - 11/15/2016 (Publication Date) - O'Reilly Media (Publisher)
$45.88
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−$28.07
Deep Learning (Adaptive Computation and Machine Learning series)
- Language Published: English
- Binding: hardcover
- It ensures you get the best usage for a longer period
- Hardcover Book
- Goodfellow, Ian (Author)
$71.93
Last update on 2025-05-02 / Affiliate links / Images from Amazon Product Advertising API