Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow 3e (Paperback)

Aurelien Geron

ISBN 10: 1098125975 / ISBN 13: 9781098125974

Editore: O'Reilly Media, Sebastopol, 2022

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Paperback. 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 best-selling 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 Aurelien Geron 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 machine learning project end to endExplore several models, including support vector machines, decision trees, random forests, and ensemble methodsExploit unsupervised learning techniques such as dimensionality reduction, clustering, and anomaly detectionDive into neural net architectures, including convolutional nets, recurrent nets, generative adversarial networks, and transformersUse TensorFlow and Keras to build and train neural nets for computer vision, natural language processing, generative models, and deep reinforcement learningTrain neural nets using multiple GPUs and deploy them at scale using Google's Vertex AI This best-selling 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. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Codice articolo 9781098125974

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Titolo: Hands-On Machine Learning with Scikit-Learn,...

Casa editrice: O'Reilly Media, Sebastopol

Data di pubblicazione: 2022

Legatura: Paperback

Condizione: new

Edizione: terza edizione