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Item #:
146036981
Machine Learning Foundations, Volume 1: Supervised Learning
Item #:
146036981
MUR 4452
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Machine Learning Foundations, Volume 1: Supervised Learning, offers a comprehensive and accessible roadmap to the core algorithms and concepts behind modern AI systems.
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Product Details
- The Essential Guide to Machine Learning in the Age of AIMachine learning stands at the heart of today's most transformative technologies: advancing scientific discovery, reshaping industries, and transforming everyday life. From large language models to medical diagnosis and autonomous vehicles, the demand for robust, principled machine learning models has never been greater.Machine Learning Foundations, Volume 1: Supervised Learning, offers a comprehensive and accessible roadmap to the core algorithms and concepts behind modern AI systems. Balancing mathematical rigor with hands-on implementation, this book not only teaches how machine learning works, but why it works. As part of a three-volume series, Volume 1 lays the foundation for mastering the full landscape of modern machine learning, including deep learning, large language models, and cutting-edge research.Each chapter introduces core ideas with clear intuition, supports them with rigorous mathematical derivations where appropriate, and demonstrates how to implement the methods in Python, while also addressing practical considerations such as data preparation and hyperparameter tuning. Exercises at the end of each chapter, both theoretical and programming-based, reinforce understanding and promote active learning.The book includes hundreds of fully annotated code examples, available on GitHub at github.com/roiyeho/ml-book, along with six comprehensive online appendices covering essential background in linear algebra, calculus, probability, statistics, optimization, and Python libraries such as NumPy, Pandas, and Matplotlib. (Appendices are available for download with book registration--see the book's Preface for details.)Master the key concepts of supervised machine learning, including model capacity, the bias-variance tradeoff, generalization, and optimization techniquesImplement the full supervised learning pipeline, from data preprocessing and feature engineering to model selection, training, and evaluationUnderstand key learning tasks, including classification, regression, multi-label, and multi-output problemsImplement foundational algorithms from scratch, including linear and logistic regression, decision trees, gradient boosting, and SVMsGain hands-on experience with industry-standard tools such as Scikit-Learn, XGBoost, and NLTKRefine and optimize your models using techniques such as hyperparameter tuning, cross-validation, and calibrationWork with diverse data types, including tabular data, text, and imagesAddress real-world challenges such as imbalanced datasets, missing data, and high-dimensional inputs
| Publisher | Addison-Wesley Professional |
| Publication date | February 2, 2026 |
| Edition | 1st |
| Language | English |
| Print length | 880 pages |
| ISBN-10 | 0135337860 |
| ISBN-13 | 978-0135337868 |
| Item Weight | 2.86 pounds (1.3 kg) |
| Dimensions | 7.38 x 1.82 x 9 inches (18.7 x 4.6 x 22.9 cm) |
Product Description
Machine Learning Foundations, Volume 1: Supervised Learning
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Customer Questions & Answers
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Question:
What topics are covered in this book?
Answer: The book covers core ideas of supervised machine learning, including model capacity, bias-variance tradeoff, classification, regression, and foundational algorithms. -
Question:
Is prior knowledge of machine learning necessary to understand this book?
Answer: No, the book is designed to be accessible for beginners while also providing depth for advanced learners. -
Question:
Are there practical exercises included in the book?
Answer: Yes, each chapter includes exercises that reinforce understanding through both theoretical and programming-based tasks.
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Features & Benefits
- Comprehensive guide to core machine learning algorithms and concepts.
- Balances mathematical rigor with practical implementation in Python.
- Includes hundreds of annotated code examples available on GitHub.
- Covers essential background in linear algebra, calculus, and statistics.
- Offers hands-on experience with industry-standard tools like Scikit-Learn and XGBoost.
- Addresses real-world challenges in data such as imbalanced datasets and missing data.
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