NumPy

These are all my projects tagged NumPy:

• Reinforcement Learning Soccer Bots
  Machine learning
  Implemented and tuned eight different reinforcement learning algorithms to play a simple soccer game.
• Reinforcement Learning for Text Games
  Machine learning
  Experimented 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 Model
  Machine learning
  Analyzed a neural machine translation architecture, and implemented and evaluated a lexical model on top of it.
• Exploration of Convolutional Neural Network Architectures
  Machine learning
  Implemented 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 Cities
  Web
  Scraped 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 Regularization
  Machine learning
  Implemented 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.