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딥러닝 강의자료
(1)딥러닝 개요
(2)신경망기초(Perceptron)
(3)다층신경망구현
참고: https://github.com/ExcelsiorCJH/DLFromScratch/blob/master/Chap03-NeuralNetwork/Chap03-NeuralNetwork.ipynb
(4)학습 (cost function gradient decent algorithm)
(5)개발환경 설치 (Anaconda, Jupyter Notebook)
(6)다층신경망학습
(7)Backpropagation
(8)CNN개요
(9)CNN구현
(10)Model Setting
(11)Data augmentation
(12)CNN Architectures
(13)Transfer Learning
(14)RNN
(15)강화학습
(16)강화학습_DQN
<참고>
- CIFAR10 improved CNN https://github.com/09rohanchopra/cifar10/blob/master/cifar10-improved-cnn.ipynb