Name: Fundamentals of Probability and Statistics for Machine Learning (en Inglés)
SKU: 64619437
Price: 69.90 USD
Availability: InStock
Author: Ethem Alpaydin

portada Fundamentals of Probability and Statistics for Machine Learning (en Inglés)

Fundamentals of Probability and Statistics for Machine Learning (en Inglés)

Formato

Libro Físico

Editorial

MIT Press

Autor

Ethem Alpaydin

Año

2025

Idioma

Inglés

N° páginas

544

Encuadernación

Tapa Dura

Dimensiones

23.62x18.54x3.56 cm

ISBN13

9780262049818

Fundamentals of Probability and Statistics for Machine Learning (en Inglés)

Ethem Alpaydin (Autor) · MIT Press · Tapa Dura

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Reseña del libro "Fundamentals of Probability and Statistics for Machine Learning (en Inglés)"

An introductory textbook for undergraduate or beginning graduate students that integrates probability and statistics with their applications in machine learning.

Most curricula have students take an undergraduate course on probability and statistics before turning to machine learning. In this innovative textbook, Ethem Alpaydın offers an alternative tack by integrating these subjects for a first course on learning from data. Alpaydın accessibly connects machine learning to its roots in probability and statistics, starting with the basics of random experiments and probabilities and eventually moving to complex topics such as artificial neural networks. With a practical emphasis and learn-by-doing approach, this unique text offers comprehensive coverage of the elements fundamental to an empirical understanding of machine learning in a data science context.

Consolidates foundational knowledge and key techniques needed for modern data scienceCovers mathematical fundamentals of probability and statistics and ML basicsEmphasizes hands-on learningSuits undergraduates as well as self-learners with basic programming experienceIncludes slides, solutions, and code