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TensorFlow in Action
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TensorFlow in Action
by Thushan Ganegedara
TensorFlow in Action
TensorFlow in Action
Copyright
dedication
contents
front matter
Part 1 Foundations of TensorFlow 2 and deep learning
1 The amazing world of TensorFlow
2 TensorFlow 2
3 Keras and data retrieval in TensorFlow 2
4 Dipping toes in deep learning
5 State-of-the-art in deep learning: Transformers
Part 2 Look ma, no hands! Deep networks in the real world
6 Teaching machines to see: Image classification with CNNs
7 Teaching machines to see better: Improving CNNs and making them confess
8 Telling things apart: Image segmentation
9 Natural language processing with TensorFlow: Sentiment analysis
10 Natural language processing with TensorFlow: Language modeling
Part 3 Advanced deep networks for complex problems
11 Sequence-to-sequence learning: Part 1
12 Sequence-to-sequence learning: Part 2
13 Transformers
14 TensorBoard: Big brother of TensorFlow
15 TFX: MLOps and deploying models with TensorFlow
appendix A Setting up the environment
appendix B Computer vision
appendix C Natural language processing
index
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