Reinforcement Learning – Frank's World of Data Science

AI Machine Learning Reinforcement Learning
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50 sec read

DeepMind AlphaGo Zero Explained

If you’re a reader of this blog, then you know that I have mentioned Alpha Go Zero before on a few occasions. However, I think this video by the incomparable Siraj Raval explains it best. Watch this video to get a technical overview of its neural components.

In case you didn’t already know, DeepMind’s AlphaGo Zero algorithm beat the best Go player in the world by training entirely by self-play. It played against itself repeatedly, getting better over time with no human gameplay input. AlphaGo Zero was a remarkable moment in AI history, a moment that will always be remembered.

AI Reinforcement Learning Robotics
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18 sec read

How an AI Learns Dexterity

The folks over at OpenAI have come up with some very interesting work in training robots on improving their dexterity via reinforcement learning.

Their robot, Dactyl, has learned to manipulate objects with unprecedented levels of dexterity.

AI Reinforcement Learning
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24 sec read

How Deepmind’s AlphaZero Can Master Games Without Human Knowledge

If my post yesterday about DeepMind’s AlphaZero piqued your interest but answered too few questions, then check out this video from teh 2017 NIPS conference where Dr. David Silver delivers the keynote.

Dr. David Silver leads the reinforcement learning research group at DeepMind and is lead researcher on AlphaGo.

Deep Learning Reinforcement Learning
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24 sec read

How AlphaGo Zero Taught Itself to Be a Go Master

First, AlphaGo beat the best human player in the world by studying thousands of human vs. human games.

Then AlphaGo Zero came along and taught itself to be even better without any human generated data. By the way, it beat AlphaGo.

This is the power of Reinforcement Learning.

An introduction to Reinforcement Learning

Here’s an interesting look at one of the most promising fields in AI today: Reinforcement Learning.

I just completed the Reinforcement Learning certification on EdX and I am seriously impressed.

AI
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40 sec read

Introduction to AI for Video Games

For the next 10 weeks Siraj Raval is going to go from the basics to the state of the art of reinforcement learning (RL), a popular subfield of machine learning using video game environments as our testbed.

RL is a huge reason DeepMind and OpenAI have been so successful thus far in creating world changing AI bots.

Code for this video: https://github.com/llSourcell/AI_for_video_games_demo
Course Syllabus: https://github.com/llSourcell/AI_for_Video_Games_Syllabus

AI Deepmind Machine Learning
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26 sec read

A Guide to DeepMind’s StarCraft AI Environment

In this YouTube video, Siraj Raval goes through the steps necessary to install and run the StarCraft II Environment that DeepMind recently open-sourced!

He gets into DeepMind’s Reinforcement Learning history, the configuration steps, and then runs a pre-trained Deep Q model at the end that will complete a the shard collection mini-game.

AI Deepmind Machine Learning
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23 sec read

DeepMind’s AI Learns Locomotion From Scratch

Two Minute Papers has a great video focusing on how DeepMind taught itself how to walk all by itself. It’s a great look at the impact of reinforcement learning.

The paper referenced in the video “Emergence of Locomotion Behaviours in Rich Environments” is available online.

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Tag: Reinforcement Learning

DeepMind AlphaGo Zero Explained

How an AI Learns Dexterity

How Deepmind’s AlphaZero Can Master Games Without Human Knowledge

How AlphaGo Zero Taught Itself to Be a Go Master

An introduction to Reinforcement Learning

Introduction to AI for Video Games

A Guide to DeepMind’s StarCraft AI Environment

DeepMind’s AI Learns Locomotion From Scratch

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