- Type: Paperback Book.
- Publisher: Cambridge University Press
- Language : English
Mathematics for Machine Learning, 1st Edition (ISBN 9781108455145)
Mathematics for Machine Learning by Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong is one of the most widely used foundational textbooks for building the mathematical skills needed to understand and apply modern machine learning techniques. It equips learners with the core concepts required for deep learning, statistical modeling, and computational methods.
Product Details
- Title: Mathematics for Machine Learning
- Edition: 1st Edition
- Authors: Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong
- ISBN-13: 9781108455145
- Format: Paperback
- Price: $27.99
- Minimum Order: 5 copies
- Availability: In Stock | Free Shipping on all orders
What This Book Provides
A clear and comprehensive introduction to the mathematical foundations of machine learning, bridging the gap between theory and application. It helps learners understand how core mathematical tools directly support ML algorithms.
Key Features
- Linear Algebra Essentials: Vectors, matrices, eigenvalues, and transformations used throughout ML.
- Multivariate Calculus: Gradients, Jacobians, Hessians, and optimization fundamentals.
- Probability & Statistics: Random variables, distributions, and inference for ML models.
- Optimization Methods: Gradient descent, constraints, convex optimization, and cost functions.
- Machine Learning Foundations: PCA, linear regression, and dimensionality reduction.
Table of Contents Highlights
- Introduction to Machine Learning
- Linear Algebra
- Analytic Geometry
- Matrix Decompositions
- Vector Calculus
- Probability & Distributions
- Continuous Optimization
- Principal Component Analysis
- Advanced ML Applications
Who Should Use This Book?
- Machine learning beginners seeking strong mathematical grounding
- Data scientists, analysts, and ML engineers in training
- Computer science and engineering students
- ML bootcamps and coding academies
- Universities offering data science and AI programs
Why Choose BooksGoat?
- Best Price: $27.99
- Minimum Order: 5 copies
- Free Shipping: On all orders
- Academic Discounts: Fast quotes for colleges and training institutes
- Reliable Worldwide Delivery: Tracked and secure
FAQs
- Is this suitable for beginners?
- Yes. It is designed as an accessible introduction to the math behind ML.
- Does it cover deep learning?
- It provides core math needed before learning deep learning models.
- Is this used in universities?
- Yes. It is a common textbook for undergraduate and graduate ML courses.
Final Call – Buy Now
Mathematics for Machine Learning, 1st Edition is the ideal starting point for mastering the math behind AI and modern machine learning. Order now from BooksGoat for $27.99. Free shipping on all orders (minimum 5 copies).
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