Reinforcement Learning Archives

Reinforcement Learning

7 Reinforcement Learning Use Cases in 2022

Machine Learning Modeling Reinforcement Learningposted by Alex Landa, ODSC August 3, 2022

Data science and artificial intelligence are everywhere. So are video games. It’s no surprise that it was only a matter of time until people started getting creative with combining the two in unique ways. And no, I’m not talking about improving in-game AI (because clearly, Skyrim... Read more

Melting Pot and the Reverse-Engineering Approach to Multi-Agent Artificial General Intelligence

Blogs from ODSC Speakers Deep Learning Modeling deepmind East 2022 Melting Pot Reinforcement Learningposted by ODSC Community February 15, 2022

Editor’s Note: Joel is a speaker for ODSC East 2022. Be sure to check out his talk, “Scalable Evaluation of Multi-Agent Reinforcement Learning with Melting Pot,” there! Homo sapiens are a funny species. Along most of the traditionally studied domains of intelligence, we do not outshine... Read more

Reinforcement Learning for Anyone: Open AI Gym and Ray

Modeling openai Reinforcement Learningposted by ODSC Community December 14, 2021

Open AI Gym is an open-source interface for typical Reinforcement Learning (RL) tasks. Using Open AI Gym can, therefore, become really easy to get started with Reinforcement Learning since we are already provided with a wide variety of different environments and agents. All we have been left to... Read more

The Warmup Guide to OpenAI Gym

Deep Learning Downloadable Guide Machine Learning Modeling openai Reinforcement Learningposted by ODSC Team September 24, 2021

Founded in 2015 by Elon Musk, Sam Altman, and several others, OpenAI is a non-profit company dedicated to building friendly AI that is beneficial for everyone. One of its most well-known products is the OpenAI Gym. Gym is a toolkit for developing and comparing reinforcement learning... Read more

Reinforcement Learning with PPO

Blogs from ODSC Speakers Conferences Machine Learning Modeling Reinforcement Learning West 2021posted by ODSC Community September 8, 2021

Editor’s note: Oliver is a speaker for ODSC West 2021. Be sure to check out his talk, “Deep Dive into Reinforcement Learning with PPO using TF-Agents & TensorFlow 2.0,” there! Reinforcement Learning has a special place in the world of machine learning. Different from other forms... Read more

How to Get Started with Deep Reinforcement Learning on a Variety of Use Cases

Blogs from ODSC Speakers Conferences Deep Learning Modeling APAC 2021 Reinforcement Learningposted by ODSC Community August 25, 2021

Editor’s note: Maggie is a speaker for ODSC APAC 2021. Check out her talk, “How to Get Started With Deep Reinforcement Learning on a Variety of Use Cases?” there! I, like many others, first heard of reinforcement learning (RL) in the context of games. I watched... Read more

The Paladin, the Cleric, and the… Reinforcement Learning?

Machine Learning Modeling Gaming Reinforcement Learning Video Gamesposted by Alex Landa, ODSC July 12, 2021

Up Your Game with OpenAI Gym Reinforcement Learning

Featured Post Machine Learning Modeling OpenAI Gym Reinforcement Learningposted by Sheamus McGovern July 7, 2021

Reinforcement learning is currently one of the most promising methods in machine learning and deep learning. OpenAI Gym is one of the most popular toolkits for implementing reinforcement learning simulation environments. Here’s a quick overview of the key terminology around OpenAI Gym. https://gym.openai.com/videos/2019-10-21--mqt8Qj1mwo/LunarLander-v2/original.mp4 Source What is... Read more

Ten Trending Data Science Tools in 2021

Featured Post Modeling AirFlow Auto-Sklearn CatBoost GPT-3 Kubernetes Neo4J Pandas PyTorch Reinforcement Learning Scitkit-learn TensorFlowposted by Alex Landa, ODSC June 24, 2021

The fields of data science and artificial intelligence see constant growth. As more companies and industries find value in automation, analytics, and insight discovery, there comes a need for the development of new tools, frameworks, and libraries to meet increased demand. There are some tools that... Read more

Reinforcement Learning: The Next Frontier

Deep Learning Modeling Reinforcement Learningposted by ODSC Community June 23, 2021

Deep Learning in recent years has touched many milestones – convolutional neural networks have surpassed human performance in tasks like object detection, image classification. Transformers are providing awesome results in natural language-based tasks. While these are outstanding achievements, these methods suffer from the fact that they... Read more