FUNDAMENTALS OF MACHINE LEARNING

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Published Date: 2024-12-08
Author Name: VIKALP THAPLIYAL, ALUGOLU AVINASH, MR. CHANDRA SEKHAR KOPPIREDDY, MR. SAYANTAN KAR

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"Fundamentals of Machine Learning" provides a clear and concise introduction to the key concepts and techniques that form the foundation of machine learning. The book covers essential topics such as supervised and unsupervised learning, classification, regression, clustering, and neural networks, while also delving into the mathematical principles that underpin these methods. It offers practical examples and real-world applications to help readers understand how machine learning algorithms are designed, trained, and evaluated. Additionally, the book addresses key challenges in the field, such as overfitting, model selection, and interpretability, while introducing the latest advancements in machine learning, including deep learning and reinforcement learning. Designed for both beginners and practitioners, this guide provides the necessary tools and knowledge to understand and apply machine learning techniques in various domains.