CS 175: Projects in AI in Minecraft Spring 2017

• About
• Schedule
• Assignments
• Projects
• Resources

Resources

Books

• Recommended: Sutton and Barto: Introduction to Reinforcement Learning, free version online, email me for UCI discount link for hard copy, second edition draft.

Software Resources

Minecraft-related

• Malmo Page
• Malmo Gitter
• Malmo Github: The Python Tutorial
• Malmo API Documentation
• Collaborative AI Challenge
• Minecraft Skin Creator

Machine Learning

• scikit-learn
• Tensorflow: for neural networks and deep learning
• Keras
• Torch (and PyTorch)
• Deep Learning Gallery

Speech and Natural Language Processing

• NLTK: Python NLP toolkit
• Stanford CoreNLP, online demo
• spaCy.io: NLP toolkit
• Gensim: for learning word embeddings
• Google Speech API
• pyTTSx: Python text to speech
• Python SpeechRecognition
• Alexa Skills Kit

Computer Vision

• OpenCV

Github Authoring

Screen Capturing

Papers

On RL+Minecraft

• Gradient Boosting
• Control in Minecraft
• Fighting Zombies- Lifelong Learning in Minecraft