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Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems

Author Géron, Aurélien
Publisher O'Reilly
Category Paperback
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Book Details
PublisherO'Reilly
ISBN / ASIN1098125975
ISBN-139781098125974
AvailabilityIn Stock
Sales Rank82
CategoryPaperback
MarketplaceUnited States 🇺🇸

Description

  • 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
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