Nand Kishor is the Product Manager of House of Bots. After finishing his studies in computer science, he ideated & re-launched Real Estate Business Intelligence Tool, where he created one of the leading Business Intelligence Tool for property price analysis in 2012. He also writes, research and sharing knowledge about Artificial Intelligence (AI), Machine Learning (ML), Data Science, Big Data, Python Language etc... ...
Full BioNand Kishor is the Product Manager of House of Bots. After finishing his studies in computer science, he ideated & re-launched Real Estate Business Intelligence Tool, where he created one of the leading Business Intelligence Tool for property price analysis in 2012. He also writes, research and sharing knowledge about Artificial Intelligence (AI), Machine Learning (ML), Data Science, Big Data, Python Language etc...
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5 Things You Need to Know about Reinforcement Learning




- RL is quite widely used in building AI for playing computer games. AlphaGo Zero is the first computer program to defeat a world champion in the ancient Chinese game of Go. Others include ATARI games, Backgammon, etc
- In robotics and industrial automation,RL is used to enable the robot to create an efficient adaptive control system for itself which learns from its own experience and behavior.DeepMindā??s work on Deep Reinforcement Learning for Robotic Manipulation with Asynchronous Policy updates is a good example of the same.
- Watch this interesting demonstration video.
- Other applications of RL include text summarization engines, dialog agents (text, speech) which can learn from user interactions and improve with time, learning optimal treatment policies in healthcare and RL based agents for online stock trading.
- Reinforcement Learning-An Introduction, a book by the father of Reinforcement Learning- Richard Sutton and his doctoral advisor Andrew Barto. An online draft of the book is available here http://incompleteideas.net/book/the-book-2nd.html
- Teaching material from David Silver including video lectures is a great introductory course on RL
- Hereā??s another technical tutorial on RL by Pieter Abbeel and John Schulman (Open AI/ Berkeley AI Research Lab).
- For getting started with building and testing RL agents,
- This blog on how to train a Neural Network ATARI Pong agent with Policy Gradients from raw pixels by Andrej Karpathy will help you get your first Deep Reinforcement Learning agent up and running in just 130 lines of Python code.
- DeepMind Lab is an open source 3D game-like platform created for agent-based AI research with rich simulated environments.
- Project Malmo is another AI experimentation platform for supporting fundamental research in AI.
- OpenAI gym is a toolkit for building and comparing reinforcement learning algorithms.