GabrielDeza's repositories
CartPole-RL-project-
OpenAI cart pole problem using Gym. Q learning solution achieving an avg score of 2500
ASL-Hand-Recognition
Using Convolutional Neural Network to predict the letter being signed from an image of a hand. The data was self-gathered from a group fo 40 students with 10 letters and 3 orientations of each letter. The Data was cleaned then pre-processed with normalization and finally balanced to ensure equal representation in both training and validation sets. The network is a CNN with 4 layers and Batch Normalization with an Adam optimizer and uses Cross-Entropy loss to achieve a validation accuracy of 84.6%
Income-Prediction
Predicting if income is more or less than 50K based of 15 continuous and categorical features. The Dataset used was "adult income dataset" from 1994 US Census Database and standard pre-processing techniques. The Network used was a Multi-layered Perceptron Network.
SNC-Grid-Classifier
Using a Single Neuron Classifier to predict if a 3 by 3 grid is in a X-pattern. Used Stochastic Gradient Descent and MSELoss without any MI libraries, from scratch.
Degree-Sequence-Optimization
Optimization of the degree sequence of sub-graphs of a given unbalanced Bipartite graph.
ECE568
ECE 568 S 2018 Computer Security University of Toronto