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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

Hugging Face is an AI community platform that provides state-of-the-art machine learning models, datasets, and APIs to help developers build intelligent applications. The platform’s extensive repository includes models for text generation, image recognition, and other advanced machine learning tasks. Hugging Face’s open-source ecosystem, with tools like Transformers and Tokenizers, empowers both individuals and enterprises to build, train, and deploy machine learning solutions at scale. It offers integration with major frameworks like TensorFlow and PyTorch for streamlined model development.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Bitext
Cake AI
Camunda
Centific
DagsHub
Defense Unicorns
GLM-4.5
Lilac
Lunary
Marqo
Nurix
Phi-4-reasoning-plus
PostgresML
Pruna AI
Qualcomm Cloud AI SDK
Qwen-Image
Qwen2-VL
Simplismart
Toddle
Vertesia

Integrations

Bitext
Cake AI
Camunda
Centific
DagsHub
Defense Unicorns
GLM-4.5
Lilac
Lunary
Marqo
Nurix
Phi-4-reasoning-plus
PostgresML
Pruna AI
Qualcomm Cloud AI SDK
Qwen-Image
Qwen2-VL
Simplismart
Toddle
Vertesia

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

$9 per month
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Gymnasium

Country

United States

Website

gymnasium.farama.org

Vendor Details

Company Name

Hugging Face

Founded

2016

Country

United States

Website

huggingface.co

Product Features

Product Features

Artificial Intelligence

Chatbot
For Healthcare
For Sales
For eCommerce
Image Recognition
Machine Learning
Multi-Language
Natural Language Processing
Predictive Analytics
Process/Workflow Automation
Rules-Based Automation
Virtual Personal Assistant (VPA)

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Alternatives

Alternatives

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TF-Agents

Tensorflow
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Vertex AI

Google
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Cohere

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