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7 Reinforcement Learning Use Cases in 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
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
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
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
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
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?
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
Up Your Game with OpenAI Gym Reinforcement Learning 
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
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 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