Solution Manual Machine Learning Refined Foundations Algorithms and Applications 2nd Edition by Jeremy Watt
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Solution Manual Machine Learning Refined Foundations Algorithms and Applications 2nd Edition by Jeremy Watt
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Solution Manual Machine Learning Refined Foundations Algorithms and Applications 2nd Edition by Jeremy Watt
Jeremy Watt, Reza Borhani, Aggelos K. Katsaggelos
This textbook provides a comprehensive introduction to machine learning, emphasizing geometric intuition and algorithmic thinking. It covers essential topics like supervised and unsupervised learning, deep learning, and reinforcement learning, with practical coding exercises in Python. The book is designed for students to develop both theoretical understanding and practical skills in machine learning, applicable across various domains such as computer vision, NLP, and more.
ISBN-10: 1108480721
ISBN-13: 9781108480727 (Print)
ISBN-13: 9781108575546 (Digital)
Table of Contents
1. Introduction to Machine Learning
2. Linear Regression
3. Logistic Regression
4. Neural Networks
5. Support Vector Machines
6. Decision Trees
7. Clustering Algorithms
8. Dimensionality Reduction
9. Deep Learning
10. Reinforcement Learning
11. Model Evaluation and Selection
12. Practical Applications and Case Studies
Machine Learning Refined Foundations Algorithms and Applications 2nd Edition by Jeremy Watt PDF Solutions
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