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Hands-On Machine Learning with Scikit-Learn, Keras, and Tensorflow: Concepts, Tools, and Techniques to Build Intelligent, (Paperback) 978-1098125974

Hands-On Machine Learning with Scikit-Learn, Keras, and Tensorflow: Concepts, Tools, and Techniques to Build Intelligent, (Paperback) 978-1098125974

Through a recent series of 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 bestselling book uses concrete examples, minimal theory, and production-ready Python frameworks (Scikit-Learn, Keras, and TensorFlow) to help you gain an intuitive understanding of the concepts and tools for building intelligent systems.With this updated third edition, author Aurélien Géron explores a range of techniques, starting with simple linear regression and progressing to deep neural networks. Numerous code examples and exercises throughout the book help you apply what you’ve learned. Programming experience is all you need to get started.

 

  • Use Scikit-learn to track an example ML project end to end
  • Explore several models, including support vector machines, decision trees, random forests, and ensemble methods
  • Exploit unsupervised learning techniques such as dimensionality reduction, clustering, and anomaly detection
  • Dive into neural net architectures, including convolutional nets, recurrent nets, generative adversarial networks, autoencoders, diffusion models, and transformers
  • Use TensorFlow and Keras to build and train neural nets for computer vision, natural language processing, generative models, and deep reinforcement learning
  • Hands-On Machine Learning with Scikit-Learn, Keras, and Tensorflow: Concepts, Tools, and Techniques to Build Intelligent, (Paperback)
  • Author: O’Reilly Media
  • ISBN: 9781098125974
  • Format: Paperback
  • Publication Date: 2022-11-08
  • Page Count: 861
Original price was: $49.50.Current price is: $42.07.
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Description

An Essential Guide to Master Machine Learning

Discover the transformative power of machine learning with Hands-On Machine Learning with Scikit-Learn, Keras, and Tensorflow. This comprehensive paperback is your go-to resource for learning advanced concepts, tools, and techniques to build intelligent systems. Designed for beginners and professionals alike, the book simplifies complex ideas, making it easy to understand and apply cutting-edge machine learning algorithms.

Comprehensive Coverage of Industry-Leading Tools

This book seamlessly integrates three popular tools—Scikit-Learn, Keras, and TensorFlow—to help you build powerful machine learning models. Scikit-Learn equips you with versatile tools for data preprocessing and algorithm implementation, while Keras and TensorFlow provide in-depth solutions for deep learning and neural network development. With this combination, you’ll acquire a balanced understanding that prepares you for real-world applications in data science, artificial intelligence, and predictive analytics.

Accessible Content for Every Learner

Whether you’re looking to enhance your understanding of supervised learning, unsupervised learning, or deep neural networks, this guide ensures clarity with step-by-step instructions, real-world examples, and hands-on projects. The book also emphasizes practical applications by walking you through the process of building intelligent systems—from gathering data to validating your model’s performance. Each chapter is structured to enhance your learning experience and build confidence as you progress.

Why Choose This Paperback?

Hands-On Machine Learning stands out as a resourceful companion for anyone keen on mastering machine learning. Its practical approach allows you to implement concepts in real-world scenarios, ensuring your knowledge remains relevant in a rapidly evolving tech landscape. Whether you’re upskilling for career development, preparing for academic research, or building innovative AI solutions, this book is an invaluable asset.

Get this paperback today and elevate your machine learning journey with expert knowledge, powerful tools, and practical implementations. Invest in your growth and unlock the endless possibilities of artificial intelligence.

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