Neural Networks and Deep Learning

CSCI 5922

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Feed Forward Network: and training data on metrics and time

1. Impact of hyperparameters on validation metrics

2. Impact of amount of training data on training time

Convolutional Neural Networks and Regularizers

1. Influence of Network Depth and Regularization Techniques

2. Impact of Training Data Amount

Recurrent Neural Networks

1. Sentiment Classification - Impact of RNN Architecture

2. Sentiment Classification - Impact of Pretrained Word Embedding

Neural Network for Multi-Modal problems

1. Using LSTM and CNN architectures for answering visual questions