Pneunomia Classification
Applied transfer learning to diagnosing pneumonia in X-Rays with Keras, using insights from the Network In Network paper [1]
Tensorboard For Beginners
Beginner guide to using TensorBoard and TensorFlow via predicting housing prices with linear regression.
Other Projects
Digit Detection and Classification in Natural Scene
Created end to end pipeline for finding and classifying digits within a natural image scene. Utilized a combination of sliding window, Gaussian pyramid, HoG descriptors, SVM, and non-maximal suppression for detecting digits. Used VGG16 and custom CNN architecture for classification. Implemented using Python, OpenCV, and TensorFlow.
OpenAI Lunar Lander
Implemented Google DeepMind reinforcement learning algorithm to train an OpenAI Lunar Lander agent to consistently land successfully using Keras