Fundamentals of Probability and Statistics for Machine Learning
Book Details
Format
Hardback or Cased Book
ISBN-10
0262049813
ISBN-13
9780262049818
Publisher
MIT Press Ltd
Imprint
MIT Press
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Dec 2nd, 2025
Print length
544 Pages
Weight
1,096 grams
Dimensions
18.50 x 23.80 x 3.80 cms
Product Classification:
Digital and Information technology: general topicsInformation technology: general issues
Ksh 15,300.00
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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.
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 science
- Covers mathematical fundamentals of probability and statistics and ML basics
- Emphasizes hands-on learning
- Suits undergraduates as well as self-learners with basic programming experience
- Includes slides, solutions, and code
Get Fundamentals of Probability and Statistics for Machine Learning by at the best price and quality guaranteed only at Werezi Africa's largest book ecommerce store. The book was published by MIT Press Ltd and it has pages.
