OpenAI Gym is a software platform designed to accelerate reinforcement-learning research. It marked a shift from broad ambitions about artificial general intelligence toward practical, targeted experimentation. section 1.1
OpenAI Gym
A software platform providing environments and interfaces for developing and evaluating reinforcement-learning agents.
How Sutskever's List covers it
- How deep it goes
- Defines Gym’s research role but stops short of describing its environments, interfaces, or implementation mechanics.
- What you can do after
- Apply it as a platform for accelerating reinforcement-learning research.
- How it connects
- Connects reinforcement-learning research with broader AI gameplay experiments, including Dota 2.
Also explained in
-
Evolutionary Deep Learning: Genetic algorithms and neural networksGym is an open-source toolkit that provides standardized environments and interfaces for developing and evaluating reinforcement-learning algorithms.
-
Optimization Algorithms: AI techniques for design, planning, and control problemsOpenAI Gym is a software toolkit that provides standardized environments and interfaces for developing and evaluating reinforcement-learning agents.
Compare how 3 books explain OpenAI Gym →
Related concepts
- reinforcement learninguses · Reinforcement learning is a machine-learning paradigm in which an agent learns actions or a policy through interaction with an environment and evaluative feedback, such as rewards.
- environmenthas part · An environment is the external context, including its entities and conditions, in which a system, process, or agent exists or operates.
- frozen lake problemuses · The frozen lake problem is a grid-navigation task in which an agent must reach a goal while avoiding hazardous holes.
- neuroevolution of augmenting topologiesused by · NeuroEvolution of Augmenting Topologies (NEAT) is an evolutionary method that evolves neural-network weights and connection topologies, typically through genomes and speciation.
This explainer was generated by Manning's knowledge graph from the text of Sutskever's List. The section links point to the parts of the book it draws on.