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Description

Gymnasium serves as a well-maintained alternative to OpenAI’s Gym library, offering a standardized API for reinforcement learning alongside a wide variety of reference environments. Its interface is designed to be user-friendly and pythonic, effectively accommodating a range of general RL challenges while also providing a compatibility layer for older Gym environments. Central to Gymnasium is the Env class, a robust Python construct that embodies the principles of a Markov Decision Process (MDP) as described in reinforcement learning theory. This essential class equips users with the capability to generate an initial state, transition through various states in response to actions, and visualize the environment effectively. In addition to the Env class, Gymnasium offers Wrapper classes that enhance or modify the environment, specifically targeting aspects like agent observations, rewards, and actions taken. With a collection of built-in environments and tools designed to ease the workload for researchers, Gymnasium is also widely supported by numerous training libraries, making it a versatile choice for those in the field. Its ongoing development ensures that it remains relevant and useful for evolving reinforcement learning applications.

Description

SuperAnnotate is the best platform to build high-quality training datasets for NLP and computer vision. We enable machine learning teams to create highly accurate datasets and successful pipelines of ML faster with advanced tooling, QA, ML, and automation features, data curation and robust SDK, offline accessibility, and integrated annotation services. We have created a unified annotation environment by bringing together professional annotators and our annotation tool. This allows us to provide integrated software and services that will lead to better quality data and more efficient data processing.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

Cloudchipr No 
IBM watsonx.data No 
OpenAI Yes 
People For AI No 
Python Yes 

Integrations

Cloudchipr Yes 
IBM watsonx.data Yes 
OpenAI No 
People For AI Yes 
Python No 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

No price information available.
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours Yes 
Live Rep (24/7) No 
Online Support No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Gymnasium

Country

United States

Website

gymnasium.farama.org

Vendor Details

Company Name

SuperAnnotate

Founded

2018

Country

United States

Website

www.superannotate.com

Product Features

Product Features

Computer Vision

Blob Detection & Analysis Yes 
Building Tools Yes 
Image Processing Yes 
Multiple Image Type Support Yes 
Reporting / Analytics Integration Yes 
Smart Camera Integration Yes 

Data Labeling

Human-in-the-loop Yes 
Labeling Automation Yes 
Labeling Quality Yes 
Performance Tracking Yes 
Polygon, Rectangle, Line, Point Yes 
SDK Yes 
Supports Audio Files No 
Task Management Yes 
Team Collaboration Yes 
Training Data Management Yes 

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