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Linear Algebra and Differential Eq.
Calculus
ManifoldBasics
Numerical Computation 4
Machine learning Basics 5
Inference
Deep Feedfroward networks 6
Regularization 7
Dataset Augmentation
Noise robustness
Semi-supervised learning
Multi-task learning
Early Stopping.
Adversarial Training
Manifold Tangent Classifier
Optimization for Deep-models 8
Convolutional Network 9
SpectralClustering
CNN
GAN
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Regularization 7
Dataset Augmentation
Noise robustness
Semi-supervised learning
Multi-task learning
Early Stopping.
Adversarial Training
Manifold Tangent Classifier
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