Reinforcement Learning

Discover Refind’s best articles, videos, and resources on Reinforcement Learning. Follow along to get the most relevant new links picked for you.
9 Best Articles in 2021
In Machine Learning
OpenAI
Reinforcement Learning with Prediction-Based RewardsOpenAI
7 min read · 60 saves · From 2018 · We’ve developed Random Network Distillation (RND), a prediction-based method for encouraging reinforcement learning agents to explore their environments through curiosity, which for the first time exceeds average human performance on Montezuma’s Revenge.
reinforcement learning
machine learning
In Machine Learning
nervanasys.com
Guest Post (Part I): Demystifying Deep Reinforcement Learningnervanasys.com
~12 min read · 40 saves · From 2016 · This blog was first published at: http://neuro.cs.ut.ee/demystifying-deep-reinforcement-learning/     This is the part 1 of my series on deep reinforcement learning. Tune in next week for “Deep Reinforcement Learning with Neon” for an actual implementation with Neon deep learning toolkit.
reinforcement learning
In Machine Learning
VentureBeat
Google releases open source reinforcement learning framework for training AI modelsVentureBeat
2 min read · 72 saves · From 2018 · Kyle Wiggers · Google's releasing a reinforcement learning framework that makes it easier to train AI models with cutting-edge techniques.
artificial intelligence
reinforcement learning
In Open Source
Towards Data Science
DeepMind Has Quietly Open Sourced Three New Impressive Reinforcement Learning FrameworksTowards Data Science
5 min read · 93 saves · 2019-09-16 · Jesus Rodriguez · Three new releases that will help researchers streamline the implementation of reinforcement learning programs
machine learning
open source
In Machine Learning
thegradient.pub
Reinforcement learning’s foundational flawthegradient.pub
~14 min read · 60 saves · From 2018 · By definition, learning from scratch is just about the least sample-efficient approach there can be.
reinforcement learning
In Machine Learning
OpenAI
Evolution Strategies as a Scalable Alternative to Reinforcement LearningOpenAI
10 min read · 65 saves · From 2017 · We've discovered that evolution strategies (ES), an optimization technique that's been known for decades, rivals the performance of standard reinforcement learning (RL) techniques on modern RL benchmarks (e.g. Atari/MuJoCo), while overcoming many of RL's inconveniences. In particular, ES is simpler to implement (there is no need for backpropagation)
machine learning
dl
deep learning
In Machine Learning
alexirpan.com
Deep Reinforcement Learning Doesn't Work Yetalexirpan.com
102 saves · From 2018 · June 24, 2018 note: If you want to cite an example from the post, please cite the paper which that example came from. If you want to cite the post as a whole, you can use the following BibTeX:
reinforcement learning
machine learning
In Machine Learning
github.com
GitHub - janhuenermann/neurojs: A javascript deep learning and reinforcement learning library.github.com
26 saves · From 2017 · neurojs - A javascript deep learning and reinforcement learning library.
javascript
deep learning
reinforcement learning
In Machine Learning
Data Science Central
Introduction to Various Reinforcement Learning AlgorithmsData Science Central
2 min read · 25 saves · 2019-09-12 · Andrea Manero-Bastin on September 9, 2019 at 12:30am
View Blog · This article was written by Steeve Huang. Reinforcement Learning (RL) refers to a kind of Machine Learning method in which the agent receives a delayed rewar…
machine learning
reinforcement learning
Trending
In Brain
Towards Data Science
Reinforcement Learning Explained Visually (Part 4): Q Learning, step-by-stepTowards Data Science
20+ min read · 88 saves · 2020-11-28 · Ketan Doshi · A Visual Guide to how and why the Q Learning Algorithm works, in Plain English
brain
In Future of Cars
Nature
Autonomous balloons take flight with artificial intelligenceNature
5 min read · 35 saves · 2020-12-02 · Scott M. Osprey · A real-world application of reinforcement learning.
self-driving
In Microsoft
blogs.microsoft.com
With reinforcement learning, Microsoft brings a new class of AI solutions to customersblogs.microsoft.com
4 min read · 16 saves · 2020-12-07 · Personalizer, the first Azure Cognitive Service to be built on reinforcement learning, grew out of a close collaboration between Microsoft researchers and Azure product experts. They wanted to help…
microsoft
 
Forbes
The AI-Powered Robot That Learnt Curling Using Adaptive Deep Reinforcement LearningForbes
2 min read · 10 saves · Jan 11th · Using adaptive reinforcement learning, an AI-powered robot named Curly was able to beat human competitors in three out of four curling matches, a sport that requires strategy and precision. While…
More like this
In Machine Learning
Insight Data Science
Reinforcement Learning from scratchInsight Data Science
~11 min read · 119 saves · From 2018 · Inspired by a great tutorial at O’Reilly AI
machine learning
 
amid.fish
Lessons Learned Reproducing a Deep Reinforcement Learning Paperamid.fish
~20 min read · 28 saves · From 2018 · There are a lot of neat things going on in deep reinforcement learning. One of the coolest things from last year was OpenAI and DeepMind’s work on training an agent using feedback from a human rather…
machine learning
reinforcement learning
In Machine Learning
lilianweng.github.io
A (Long) Peek into Reinforcement Learninglilianweng.github.io
20+ min read · 23 saves · From 2018 · In this post, we are gonna briefly go over the field of Reinforcement Learning (RL), from fundamental concepts to classic algorithms. Hopefully, this review is helpful enough so that newbies would not…
artificial intelligence
reinforcement learning
In Machine Learning
wildml.com
Learning Reinforcement Learning (with Code, Exercises and Solutions)wildml.com
2 min read · 35 saves · From 2016 · Skip all the talk and go directly to the Github Repo with code and exercises. Why Study Reinforcement Learning Reinforcement Learning is one of the fields I’m most excited about. Over the pas…
machine learning
coding
programming
In Machine Learning
github.com
dennybritz/reinforcement-learning: Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book…github.com
25 saves · From 2016 · reinforcement-learning - Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.
reinforcement learning
machine learning
In Machine Learning
Towards Data Science
New Game Theory Innovations that are Influencing Reinforcement LearningTowards Data Science
5 min read · 44 saves · 2019-11-07 · Jesus Rodriguez · Game theory plays a fundamental factor in modern artificial intelligence(AI) solutions. Specifically, deep reinforcement learning(DRL) is…
machine learning
 
analyticsvidhya.com
Beginner's guide to Reinforcement Learning & its implementation in Pythonanalyticsvidhya.com
~20 min read · 18 saves · From 2017 · This guide is an introduction to reinforcement learning & its practical implementations. It explains problem formulation, Q learning & a few examples of RL
reinforcement learning
In Machine Learning
Google AI
Introducing Google Research Football: A Novel Reinforcement Learning EnvironmentGoogle AI
4 min read · 29 saves · 2019-06-07 · Posted by Karol Kurach, Research Lead and Olivier Bachem, Research Scientist, Google Research, Zürich The goal of reinforcement learning...
reinforcement learning
football
artificial intelligence
In Economy
MIT Technology Review
An AI can simulate an economy millions of times to create fairer tax policyMIT Technology Review
3 min read · 312 saves · 2020-05-05 · Deep reinforcement learning has trained AIs to beat humans at complex games like Go and StarCraft. Could it also do a better job at running the economy?
artificial intelligence
economy
machine learning