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Deep Learning 1 — all 15 problems
Questions related to deep learning
Activation Functions
Sigmoid Gradient
Easy
Hard Tanh
Easy
Implement Leaky ReLU
Easy
Convolutional Neural Networks (CNNs)
Calculate Output Volume
Easy
Padding for Same Convolution
Easy
Count Parameters in Conv Layer
Easy
Optimization & Training
SGD Parameter Update
Easy
Binary Cross-Entropy Loss
Easy
Momentum Update Step
Medium
Recurrent Neural Networks (RNNs)
Bidirectional RNN Concatenation
Easy
RNN Single Step Forward
Medium
Many-to-One Output Selector
Medium
Regularization & Tuning
L2 Regularization Penalty
Easy
Early Stopping Check
Easy
Inverted Dropout Forward
Medium
