These are all my projects tagged NumPy:
- Reinforcement Learning Soccer BotsMachine learningImplemented and tuned eight different reinforcement learning algorithms to play a simple soccer game.
- Reinforcement Learning for Text GamesMachine learningExperimented with several approaches to encourage exploration for a reinforcement learning agent trained to play text-based games in the TextWorld environment.
- Neural Machine Translation with Lexical ModelMachine learningAnalyzed a neural machine translation architecture, and implemented and evaluated a lexical model on top of it.
- Exploration of Convolutional Neural Network ArchitecturesMachine learningImplemented convolutional and max-pooling layers of a convolutional neural network and experimented with different network architectures on the EMNIST handwritten character recognition task.
- Modeling Train Commuter Stress for Dutch CitiesWebScraped data about the Dutch rail network to visualize which cities provide the least stressful commute to Amsterdam central station.
- Exploration of Neural Network Learning Algorithms and RegularizationMachine learningImplemented and experimented with different learning rules, learning rate schedules, and regularization techniques to train a convolutional neural network for the EMNIST handwritten character recognition task.