Reinforcement Learning

[D] Applying Reinforcement Learning in Besiege (A Physics Based Building Game)

Hey, I am a huge fan of Besiege. In this game you can build very complex machines (cars, planes and even transformers) and control them. However, if …

Machine Learning

Deep Learning for Robotics Summit San Francisco | Kurzweil

The Deep Learning for Robotics Summit brings together influential researchers, disruptive startups, and leading robotic companies to explore how we …

Deep Learning

[P] Deep Q Learning Space Invaders 👾 with Tensorflow (video tutorial) : MachineLearning

Hey there!<p>The second video of Deep Reinforcement Learning course with Tensorflow is out 🎉<p>In this video we'll implement an <b>Deep Q-learning agent with</b> …

Machine Learning

Self-Consistent Trajectory Autoencoder: Hierarchical Reinforcement Learning with Trajectory Embeddings. (arXiv:1806.02813v1 [cs.LG])

In this work, we take a representation learning perspective on hierarchical reinforcement learning, where the problem of learning lower layers in a …

Machine Learning

Playing Atari with Six Neurons. (arXiv:1806.01363v1 [cs.LG])

Authors: Giuseppe Cuccu, Julian Togelius, Philippe Cudre-MaurouxDeep reinforcement learning on Atari games maps pixel directly to actions; …

Deep Learning

Relational Deep Reinforcement Learning. (arXiv:1806.01830v1 [cs.LG])

Authors: Vinicius Zambaldi, David Raposo, Adam Santoro, Victor Bapst, Yujia Li, Igor Babuschkin, Karl Tuyls, David Reichert, Timothy Lillicrap, …

Machine Learning

[1806.01780] Mix&Match - Agent Curricula for Reinforcement Learning

Computer Science > Learning<p>Title: Mix&Match - Agent Curricula for Reinforcement Learning<p>Abstract: We introduce Mix&Match (M&M) - a training framework …

Machine Learning

Reinforcement-Learning-Notebooks

A collection of Reinforcement Learning algorithms from Sutton and Barto's book and other research papers implemented in Python.<p>I wrote these …

Machine Learning

RL-Adventure-2: Policy Gradients

PyTorch tutorial of: actor critic / proximal policy optimization / acer / ddpg / twin dueling ddpg / soft actor critic / generative adversarial …

Deep Learning

Gym Retro

We're releasing the full version of Gym Retro, a platform for reinforcement learning research on games. This brings our publicly-released game count …

Machine Learning

Risk-Constrained Reinforcement Learning with Percentile Risk Criteria; Yinlam Chow, Mohammad Ghavamzadeh, Lucas Janson, Marco Pavone

In many sequential decision-making problems one is interested in minimizing an expected cumulative cost while taking into account \emph{risk}, i.e., …

Machine Learning

Solving the Rubik's Cube Without Human Knowledge. (arXiv:1805.07470v1 [cs.AI])

Authors: Stephen McAleer, Forest Agostinelli, Alexander Shmakov, Pierre BaldiA generally intelligent agent must be able to teach itself how to solve …

Algorithms

Reinforcement Learning — Part 5

<b>We will be talking on how to train your player go up the victory hill without prior rules using OpenAI Gym</b><p>If you are wondering what is OpenAI Gym, …

Machine Learning

Reinforcement Learning – Reward for Learning

Reinforcement Learning (RL) – 3rd / last post in this sub series “Machine Learning Type” under master series “Machine Learning Explained“. Next sub …

Machine Learning

Inverse Reinforcement Learning and Inferring Human Preferences with Dylan Hadfield-Menell

Deep Learning

A Study on Overfitting in Deep Reinforcement Learning. (arXiv:1804.06893v2 [cs.LG] UPDATED)

Authors: Chiyuan Zhang, Oriol Vinyals, Remi Munos, Samy BengioRecent years have witnessed significant progresses in deep Reinforcement Learning (RL). …

Reinforcement Learning Platforms

If you are interested in building an industrial Reinforcement Learning platform, we are hiring a data scientist and multiple developers as a followup …

Machine Learning

Reinforcement Learning - Reward for Learning | Vinod Sharma's Blog

Reinforcement Learning – Reward for Learning<p>By on April 16, 2018 • ( 4 Comments )<p>Share this<p>Reinforcement Learning (RL) – 3rd / last post in this sub …

Machine Learning

Experts

Karim Beguir<p>Machine Learning<p>London, UK<p>Google Plus<br>• LinkedIn<br>• Twitter<p>Skills<p>Deep Learning<br>• Reinforcement Learning<br>• Decision Making Systems<p>Biography<p>Karim helps …

Machine Learning

Implementation of REINFORCE for continuous action space (humanoid-v2)?

I've seen multiple implementation of the REINFORCE aka Vanilla Policy Algorithm being used for Reinforcement Learning tasks with discrete action …

Machine Learning

[D] what practical projects can I do that may serve as context for going through Bengio deep learning and Sutton's book ?

Hey redditors , I am a huge believer in learning through doing and I was wondering if you had ideas about projects I could do that may help me learn …

Machine Learning

To get smarter AI, DARPA wants to get inside our brains

The Pentagon’s outside-the-box research group thinks pushing AI forward requires better understanding of how our own brains work.<p><b>Background:</b> DARPA …

Artificial Intelligence

Making computer animation more agile, acrobatic -- and realistic: From martial arts to break dancing, deep reinforcement learning provides realistic simulations

From martial arts to break dancing, deep reinforcement learning provides realistic simulations<p>Animation in film and video games is hard to make …

Machine Learning

What’s hot in AI: Deep reinforcement learning

Deep reinforcement learning (DRL) is an exciting area of AI research, with potential applicability to a variety of problem areas. Some see DRL as a path to artificial general intelligence, or AGI, because of how it mirrors human learning by exploring and receiving feedback from environments. Recent …

Machine Learning

Adversarial Attacks Against Reinforcement Learning Agents with Ian Goodfellow & Sandy Huang by TWiML & AI - Listen to music

Machine Learning

OpenAI Algorithm Allows AI to Learn from Its Mistakes

One key trait of humans and many other animals is the ability to learn from mistakes. When confronted with a goal to achieve or a specific skill or …

Machine Learning

Generative Models for Reinforcement Learning

Room: Teatro del Mar<p>In the last few years there has been an enormous amount of progress in Reinforcement Learning, with breakthroughs in our ability …

Deep Reinforcement Learning Course

A free course in Deep Reinforcement Learning 🕹️<p>Deep Reinforcement Learning Course is a free series of blog posts about Deep Reinforcement Learning,</b> …

Unleashing the Potential of Reinforcement Learning by O'Reilly Radar - Listen to music

Deep Learning