Hands-On Network Machine Learning with Python by Eric W Bridgeford
General:
Name: Hands-On Network Machine Learning with Python by Eric W Bridgeford
Format: pdf
Size: 19.6 MB
Book:
Title: Hands-On Network Machine Learning with Python
Author: Bridgeford, Eric W., Loftus, Alexander R., Vogelstein, Joshua T.
Language: English
Year: 2025
Subjects: N/A
Publisher: Cambridge University Press
ISBN: 100940539X
Total pages: 479
Description:
Graphics in this book are printed in black and white.Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how.By using concrete examples, minimal theory, and two production-ready Python frameworks-scikit-learn and TensorFlow-author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You…ll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you…ve learned, all you need is programming experience to get started.Explore the machine learning landscape, particularly neural netsUse scikit-learn to track an example machine-learning project end-to-endExplore several training models, including support vector machines, decision trees, random forests, and ensemble methodsUse the TensorFlow library to build and train neural netsDive into neural net architectures, including convolutional nets, recurrent nets, and deep reinforcement learningLearn techniques for training and scaling deep neural netsApply practical code examples without acquiring excessive machine learning theory or algorithm details
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