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Deep Learning(CS7015): Lec 4.3 Output functions and Loss functions
Deep Learning(CS7015): Lec 3.4 Learning Parameters: Gradient Descent
Deep Learning(CS7015): Lec 15.3 Attention Mechanism
Deep Learning(CS7015): Lec 3.2 A typical Supervised Machine Learning Setup
Deep Learning(CS7015): Lec 1.3 The Deep Revival
Deep Learning(CS7015): Lec 14.3 (Part-2) How LSTMs avoid the problem of vanishing gradients (Contd.)
Deep Learning(CS7015): Lec 13.3 Backpropagation through time
Deep Learning(CS7015): Lec 11.3 Convolutional Neural Networks
Deep Learning(CS7015): Lec 10.3 SVD for learning word representations
Deep Learning(CS7015): Lec 7.1 Introduction to Autoncoders
Deep Learning(CS7015): Lec 8.3 True error and Model complexity
Deep Learning(CS7015): Lec 5.9 Gradient Descent with Adaptive Learning Rate