Artificial Intelligence Resources

Courses

Courses with Lecture Videos

UC Berkeley CS188 Intro to AI

• course schedule: https://people.eecs.berkeley.edu/~russell/classes/cs188/f14/course_schedule.html
• lecture_videos: https://people.eecs.berkeley.edu/~russell/classes/cs188/f14/lecture_videos.html
• lecture videos: http://ai.berkeley.edu/lecture_videos.html

UC Berkeley CS188 Intro to AI – Course Materials

• homepage: http://ai.berkeley.edu/home.html

(edX) Artificial Intelligence (AI)

• homepage: https://www.edx.org/course/artificial-intelligence-ai-columbiax-csmm-101x

MIT 6.S099: Artificial General Intelligence

https://agi.mit.edu/

Books

Notes on Artificial Intelligence (open source notebook)

• homepage: http://frnsys.com/ai_notes/
• github: https://github.com/frnsys/ai_notes

Artificial Intelligence - A Modern Approach (Russell And Norvig)

• github: https://github.com/aimacode/aima-python
• github: https://github.com/aimacode/aima-java

Artificial Intelligence and Games

• intro: A Springer Textbook

  By Georgios N. Yannakakis and Julian Togelius

• homepage: http://gameaibook.org/
• draft: http://gameaibook.org/book.pdf

Papers

Building Machines That Learn and Think Like People

• arxiv: http://arxiv.org/abs/1604.00289

Learning Multiagent Communication with Backpropagation

• arxiv: http://arxiv.org/abs/1605.07736

Genetic Fuzzy based Artificial Intelligence for Unmanned Combat Aerial Vehicle Control in Simulated Air Combat Missions

• paper: http://www.omicsgroup.org/journals/genetic-fuzzy-based-artificial-intelligence-for-unmanned-combat-aerialvehicle-control-in-simulated-air-combat-missions-2167-0374-1000144.pdf
• blog: http://magazine.uc.edu/editors_picks/recent_features/alpha.html

Projects

Universe: a software platform for measuring and training an AI’s general intelligence across the world’s supply of games, websites and other applications

• homepage: https://universe.openai.com/
• github: https://github.com/openai/universe
• github: https://github.com/openai/universe-starter-agent

Malmö: a platform for Artificial Intelligence experimentation and research built on top of Minecraft

• intro: Project Malmo is a platform for Artificial Intelligence experimentation and research built on top of Minecraft. We aim to inspire a new generation of research into challenging new problems presented by this unique environment.
• github: https://github.com/Microsoft/malmo
• blog: https://blogs.microsoft.com/next/2016/07/07/project-malmo-lets-researchers-use-minecraft-ai-research-makes-public-debut/#sm.00000cprgapu2iec3xp063js2t3x3
• review: http://www.zdnet.com/article/microsofts-project-malmo-goes-open-source/

Introducing A.I. Experiments.

• intro: Explore machine learning by playing with pictures, language, music, code, and more.
• homepage: https://aiexperiments.withgoogle.com/

Challenge / Competition

Halite: an artificial intelligence programming challenge

• intro: Contestants write bots to play an original multi-player turn-based strategy game played on a rectangular grid
• homepage: https://halite.io/
• github: https://github.com/HaliteChallenge/Halite

Blogs

Artificial Intelligence Today

http://oberheim.github.io/ai/2016/02/14/artificial-intelligence-today.html

AlphaGo and AI Progress

http://www.milesbrundage.com/blog-posts/alphago-and-ai-progress

CreativeAI: On the Democratisation & Escalation of Creativity — Chapter 01

https://medium.com/@ArtificialExperience/creativeai-9d4b2346faf3#.nst0bspm9

Videos

The Future of AI

• intro: by Rich Sutton [UBC]
• youtube: https://www.youtube.com/watch?v=pD-FWetbvN8
• mirror: http://pan.baidu.com/s/1dEbYp3N

Towards General Artificial Intelligence

• author: Demis Hassabis, Google DeepMind
• youtube: https://www.youtube.com/watch?v=vQXAsdMa_8A

Artificial Intelligence Lecture Videos

• intro: MIT
• homepage: https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/lecture-videos/

Resources

Measuring the Progress of AI Research

• project page: https://www.eff.org/ai/metrics
• github: https://github.com/AI-metrics/AI-metrics

Artificial Intelligence resources

• blog: http://blog.digitalmind.io/post/artificial-intelligence-resources
• blog: https://medium.com/digitalmind/artificial-intelligence-resources-f4efeac949b4#.w4tu89t79

WHAT-AI-CAN-DO-FOR-YOU

• intro: Breakthrough AI Papers and CODE for Any Industry.
• github: https://github.com/ceobillionaire/WHAT-AI-CAN-DO-FOR-YOU

Model AI Assignments

http://modelai.gettysburg.edu/