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Deep Learning(CS7015): Lec 7.1 Introduction to Autoncoders
Deep Learning(CS7015): Lec 7.4 Denoising Autoencoders
Deep Learning(CS7015): Lec 7.3 Regularization in autoencoders (Motivation)
Deep Learning(CS7015): Lec 7.5 Sparse Autoencoders
Deep Learning(CS7015): Lec 7.6 Contractive Autoencoders
Deep Learning(CS7015): Lec 7.2 Link between PCA and Autoencoders
Deep Learning(CS7015): Lec 10.9 Evaluating word representations
Deep Learning(CS7015): Lec 5.4 Momentum based Gradient Descent
Deep Learning(CS7015): Lec 13.2 Recurrent Neural Networks
Deep Learning(CS7015): Lec 5.7 Tips for Adjusting Learning Rate and Momentum
Deep Learning(CS7015): Lec 14.3 (Part-2) How LSTMs avoid the problem of vanishing gradients (Contd.)
Deep Learning Part - II (CS7015): Lec 20.2 Variational Autoencoders: The Neural Network Perspective