## 9 Best Articles in 2020

OpenAI

### Reinforcement Learning with Prediction-Based Rewards

OpenAI

7 min read · 60 saves · 2018-10-31 · 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…

nervanasys.com

### Guest Post (Part I): Demystifying Deep Reinforcement Learning

nervanasys.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…

VentureBeat

### Google releases open source reinforcement learning framework for training AI models

VentureBeat

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.

In Open Source

Towards Data Science

### DeepMind Has Quietly Open Sourced Three New Impressive Reinforcement Learning Frameworks

Towards 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

alexirpan.com

### Deep Reinforcement Learning Doesn't Work Yet

alexirpan.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…

OpenAI

### Evolution Strategies as a Scalable Alternative to Reinforcement Learning

OpenAI

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…

thegradient.pub

### Reinforcement learning’s foundational flaw

thegradient.pub

~14 min read · 59 saves · From 2018 · By definition, learning from scratch is just about the least sample-efficient approach there can be.

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.

Data Science Central

### Introduction to Various Reinforcement Learning Algorithms

Data 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…

## Trending

In Language

OpenAI

### Learning to Summarize with Human Feedback

OpenAI

8 min read · 47 saves · Sep 4th · We've applied reinforcement learning from human feedback to train language models that are better at summarization. Our models generate summaries that are better than…

github.com

### AI4Finance-LLC/Deep-Reinforcement-Learning-for-Automated-Stock-Trading-Ensemble-Strategy-ICAIF-2020

github.com

10 saves · Sep 6th · Deep Reinforcement Learning for Automated Stock Trading: An Ensemble Strategy. ICAIF 2020. - AI4Finance-LLC/Deep-Reinforcement-Learning-for-Automated-Stock-Trading-Ensemble-Strategy-ICAIF-2020

In Google

Google AI

### Imitation Learning in the Low-Data Regime

Google AI

3 min read · 24 saves · Sep 15th · Posted by Robert Dadashi, Research Software Engineer, and Léonard Hussenot, Student Researcher, Google Research Reinforcement Learning (R...

AI Papers

### Physically Embedded Planning Problems: New Challenges for Reinforcement Learning

AI Papers

1 min read · Sep 11th · Recent work in deep reinforcement learning (RL) has produced algorithms capable of mastering challenging games such as Go, chess, or shogi. In these works…

## More like this

Insight Data Science

### Reinforcement Learning from scratch

Insight Data Science

~11 min read · 120 saves · From 2018 · Inspired by a great tutorial at O’Reilly AI

amid.fish

### Lessons Learned Reproducing a Deep Reinforcement Learning Paper

amid.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…

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…

lilianweng.github.io

### A (Long) Peek into Reinforcement Learning

lilianweng.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…

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.

Towards Data Science

### New Game Theory Innovations that are Influencing Reinforcement Learning

Towards 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…

analyticsvidhya.com

### Beginner's guide to Reinforcement Learning & its implementation in Python

analyticsvidhya.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

Google AI

### Introducing Google Research Football: A Novel Reinforcement Learning Environment

Google 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...

In Economy

MIT Technology Review

### An AI can simulate an economy millions of times to create fairer tax policy

MIT Technology Review

3 min read · 311 saves · May 5th · Deep reinforcement learning has trained AIs to beat humans at complex games like Go and StarCraft. Could it also do a better job at…