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Mastering Machine Learning Algorithms
book

Mastering Machine Learning Algorithms

by Giuseppe Bonaccorso
May 2018
Intermediate to advanced
576 pages
14h 42m
English
Packt Publishing

Overview

In Mastering Machine Learning Algorithms, you will explore the essential techniques behind machine learning and how they empower computers to learn and adapt. This comprehensive guide dives into supervised, unsupervised, and semi-supervised algorithms, with real-world examples to solidify your understanding. Enhance your skills in parameter tuning and neural networks using Python and TensorFlow.

What this Book will help me do

  • Understand how to implement and optimize machine learning models using real-world examples.
  • Develop proficiency in algorithm design, including feature extraction and dimensionality reduction.
  • Learn practical strategies for training neural networks using both Keras and TensorFlow frameworks.
  • Master advanced clustering and data analysis techniques with cutting-edge methods.
  • Apply reinforcement learning methods and generative modeling using modern best practices.

Author(s)

The authors of Mastering Machine Learning Algorithms are industry professionals and educators specializing in artificial intelligence and machine learning. With years of hands-on experience in tackling complex datasets and solving key problems in various real-world scenarios, they bring a wealth of knowledge to learners. Their focus is on demystifying algorithms and providing practical insights.

Who is it for?

This book caters to data scientists and developers aiming to deepen their understanding of complex machine learning algorithms. It is an ideal resource for readers with basic knowledge in machine learning concepts, looking to enhance their skills. Intended for professionals aspiring to tackle advanced algorithmic challenges. This book is tailored for learners with a desire to innovate and explore AI.

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Publisher Resources

ISBN: 9781788621113