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高清版 Hands-On Machine Learning with Scikit-Learn and TensorFlow
资源介绍
深度学习,机器学习入门书籍,豆瓣评分9.5,号称远超goodfellow。有理论有实践,上手容易。有程序,可自己到官网下载。附目录:
Table of Contents
Chapter 1: The Machine Learning Landscape
Chapter 2: End-to-End Machine Learning Project
Chapter 3: Classification
Chapter 4: Training Linear Models
Chapter 5: Support Vector Machines
Chapter 6: Decision Trees
Chapter 7: Ensemble Learning and Random Forests
Chapter 8: Dimensionality Reduction
Chapter 9: Up and Running with TensorFlow
Chapter 10: Introduction to Artificial Neural Networks
Chapter 11: Training Deep Neural Nets
Chapter 12: Distributing TensorFlow Across Devices and Servers
Chapter 13: Convolutional Neural Networks
Chapter 14: Recurrent Neural Networks
Chapter 15: Autoencoders
Chapter 16: Reinforcement Learning