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portada Machine Learning
Type
Physical Book
Publisher
Author
Language
English
Pages
236
Format
Paperback
ISBN13
9786630332025

Machine Learning

Deepa, V Amala;;;Leelavathi, R;Kiruthika, P (Author) · LAP Lambert Academic Publishing · Paperback

Machine Learning - Deepa, V Amala;;;Leelavathi, R;Kiruthika, P

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Synopsis "Machine Learning"

This book is a research-oriented roadmap through modern ML, structured via three lenses: Research Perspectives, Recent Advances, and Future Directions. Part I establishes rigorous methodologies, data-centric AI (active learning, weak supervision, bias mitigation), and critical evaluation beyond single metrics. Part II surveys neural architectures (Transformers to State-Space models), optimization (SAM, double descent), generative modeling (diffusion unification), geometric deep learning, and self-supervised/multi-modal learning. Part III covers foundation models-scaling laws, emergent abilities (in-context learning, chain-of-thought), generative AI frontiers (hallucination, controllable generation), and neurosymbolic approaches (RAG, tool use). Part IV addresses grand challenges: efficient/sustainable ML, continual/meta-learning, interpretability/robustness/alignment (RLHF, causal representation), and pathways to AGI with societal impact. Each chapter includes open questions and practical research checklists, aiming to move readers from consumers to contributors.

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