{"product_id":"hands-on-machine-learning-with-scikit-learn-keras-and-tensorflow-concepts-tools-and-techniques-to-build-intelligent-systems-9781098125974","title":"Hands-On Machine Learning with Scikit-Learn, Keras, and Tensorflow: Concepts, Tools, and Techniques to Build Intelligent Systems","description":"\u003cp\u003eThrough 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. \u003c\/p\u003e\u003cp\u003e 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. \u003c\/p\u003e\u003cul\u003e \u003cli\u003eUse scikit-learn to track an example machine learning project end to end \u003c\/li\u003e\n\u003cli\u003eExplore several models, including support vector machines, decision trees, random forests, and ensemble methods \u003c\/li\u003e\n\u003cli\u003eExploit unsupervised learning techniques such as dimensionality reduction, clustering, and anomaly detection \u003c\/li\u003e\n\u003cli\u003eDive into neural net architectures, including convolutional nets, recurrent nets, generative adversarial networks, and transformers \u003c\/li\u003e\n\u003cli\u003eUse TensorFlow and Keras to build and train neural nets for computer vision, natural language processing, generative models, and deep reinforcement learning \u003c\/li\u003e\n\u003cli\u003eTrain neural nets using multiple GPUs and deploy them at scale using Google's Vertex AI \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/15\/2022\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781098125974\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 850","brand":"Aur\u0026#233;lien G\u0026#233;ron","offers":[{"title":"Default Title","offer_id":42389574320309,"sku":"9781098125974","price":76.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_ad9623b7-3757-45f1-a2c6-1b96e0d4c0d9.jpg?v=1663682302","url":"https:\/\/pastforward.org\/products\/hands-on-machine-learning-with-scikit-learn-keras-and-tensorflow-concepts-tools-and-techniques-to-build-intelligent-systems-9781098125974","provider":"Past Forward","version":"1.0","type":"link"}