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Earlham CS/DS Portfolios

Senior Capstone

Paper Code Software overview Abstract Writer identification based on handwriting plays an important role in forensic analysis of the documents. Convolutional Neural Networks have been successfully applied to this problem throughout the last decade. Most of the research that has been done in this area has concentrated on extracting local features from handwriting samples and … Read more

Pitches

Use deep reinforcement learning to tune the hyperparameters (learning rate, lambda – regularization parameter, number of layers, number of units in each layer, different activation functions) of a Neural Network. The overall cost function of RL agent will include the metrics such as accuracy of the NN (or F1 score) on training and validation sets, … Read more