LEARNING THEORY FROM 1ST PRINCIPLES

Name: LEARNING THEORY FROM 1ST PRINCIPLES
Brand: MIT
SKU: 9780262049443
Price: 2042 CZK
Availability: InStock

Autor: BACH FRANCIS

Jazyk:

Vazba: Pevná

Vydavatel: MIT

Dostupnost: Skladem u dodavatele v malém množství

Odesíláme za 11-15 dnů

2 042 Kč

A comprehensive and cutting-edge introduction to the foundations and modern applications of learning...

Informace o knize

Autor

BACH FRANCIS

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2024

Stránek

478

EAN

9780262049443

Enbook ID

45775746

Vydavatel

MIT

Hmotnost

1104

Kompletní popis

A comprehensive and cutting-edge introduction to the foundations and modern applications of learning theory.

Research has exploded in the field of machine learning resulting in complex mathematical arguments that are hard to grasp for new comers. . In this accessible textbook, Francis Bach presents the foundations and latest advances of learning theory for graduate students as well as researchers who want to acquire a basic mathematical understanding of the most widely used machine learning architectures. Taking the position that learning theory does not exist outside of algorithms that can be run in practice, this book focuses on the theoretical analysis of learning algorithms as it relates to their practical performance. Bach provides the simplest formulations that can be derived from first principles, constructing mathematically rigorous results and proofs without overwhelming students.

Provides a balanced and unified treatment of most prevalent machine learning methods

Emphasizes practical application and features only commonly used algorithmic frameworks
Covers modern topics not found in existing texts, such as overparameterized models and structured prediction
Integrates coverage of statistical theory, optimization theory, and approximation theory
Focuses on adaptivity, allowing distinctions between various learning techniques
Hands-on experiments, illustrative examples, and accompanying code link theoretical guarantees to practical behaviors

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také

Nejčastěji hledané

Categories

Authors

Publishers

Produkty

Produkty

Nejčastěji hledané

Categories

Authors

Publishers

Produkty

Produkty

LEARNING THEORY FROM 1ST PRINCIPLES

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také