Mastering Machine Learning Algorithms, 2nd Edition

Expert techniques for implementing popular machine learning algorithms, fine-tuning your models, and understanding how they work



Bookstore > Books > Mastering Machine Learning Algorithms, 2nd Edition

Price$40.49 - $59.80
Rating
AuthorGiuseppe Bonaccorso
PublisherPackt Publishing
Published2020
Pages798
LanguageEnglish
FormatPaper book / ebook (PDF)
ISBN-101838820299
ISBN-139781838820299
EBook Hardcover Paperback

Mastering Machine Learning Algorithms, 2nd Edition helps you harness the real power of machine learning algorithms in order to implement smarter ways of meeting today's overwhelming data needs. This newly updated and revised guide will help you master algorithms used widely in semi-supervised learning, reinforcement learning, supervised learning, and unsupervised learning domains.

You will use all the modern libraries from the Python ecosystem - including NumPy and Keras - to extract features from varied complexities of data. Ranging from Bayesian models to the Markov chain Monte Carlo algorithm to Hidden Markov models, this machine learning book teaches you how to extract features from your dataset, perform complex dimensionality reduction, and train supervised and semi-supervised models by making use of Python-based libraries such as scikit-learn. You will also discover practical applications for complex techniques such as maximum likelihood estimation, Hebbian learning, and ensemble learning, and how to use TensorFlow 2.x to train effective deep neural networks.

By the end of this book, you will be ready to implement and solve end-to-end machine learning problems and use case scenarios.




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