Hands-on Machine Learning - Deep Learning part (Chap10~19)
Hands-on Machine Learning - Deep Learning part (Chap10~19)
HPCLab. group study, spring, 2021
Member: No You Chan, Sang Won Choi, Yun Seong Cho, Dae Joon Choi, Duksu Kim
Textbook [link]
Embedded Files
Chap. 10. Introduction to Artificial Neural Networks with Keras
Chap. 10. Introduction to Artificial Neural Networks with Keras
Chap 11. Training Deep Neural Networks
Chap 11. Training Deep Neural Networks
(4/12) Chap 11.1~11.3, Yun Seong Cho [Slides] [Video]
(4/19) Chap 11.4~11.6, Dae Joon Choi [Slides] [Video]
Chap 12. Custom Models and Traning TensorFlow
Chap 12. Custom Models and Traning TensorFlow
Chap 13. Loading and Preprocessing Data with TensorFlow
Chap 13. Loading and Preprocessing Data with TensorFlow
Chap 14. Deep Computer Vision Using Convolution Neural Networks
Chap 14. Deep Computer Vision Using Convolution Neural Networks
Chap 15. Processing Sequences Using RNNs and CNNS
Chap 15. Processing Sequences Using RNNs and CNNS
Chap 16. Natural Language Processing with RNNs and Attention
Chap 16. Natural Language Processing with RNNs and Attention
Chap 17. Representation Learning and Generative Learning Using Autoencoders and GANs
Chap 17. Representation Learning and Generative Learning Using Autoencoders and GANs
Chap 18. Reinforcement Learning
Chap 18. Reinforcement Learning
Chap 19. Traning and Deploying TensorFlow Models at Scale
Chap 19. Traning and Deploying TensorFlow Models at Scale
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