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Note for Aurélien Géron's 2019 book "Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition"
:books: Hands on Machine Learning with Scikit-Learn, Keras and TensorFlow, 2nd edition
2.2.4-tf is the version of the Keras API implemented by
tf.keras
. Note that it ends with -tf, highlighting the fact thattf.keras
implements the Keras API, plus some extra TensorFlow-specific features.
About the book:
:balloon: Content
I. The Fundamentals of Machine Learning
- The Machine Learning Landscape
- End-to-end Machine Learning Project
- Classification
- Training Models
- Support Vector Machines
- Decision Trees -- Exercise
- Ensemble Learning and Random Forests -- Exercise
- Dimensionaity Reduction
- Unsupervised Learning Techniques
II. Neural Networks and Deep Learning
- Introduction to Artificial Neural Networks with Keras
- Training Deep Neural Networks
- Custom Models and Training with TensorFlow
- Loading and Preprocessing Data with TensorFlow
- Deep Computer Vision Using Convolutional Neural Networks
- Processing Sequences Using RNNs and CNNs
- Natural Language Processing with RNNs and Attention
- Representation Learning and Generative Learning Using Autoencoders and GANS
- Reinforcement Learning
- Training and Deploying TensorFlow Models at Scale