RxAgent-Zoo is a Python-based library that leverages RxPY reactive extensions to implement and orchestrate reinforcement learning algorithms. It provides pre-built agent templates, including DQN, PPO, and A2C, enabling researchers and developers to quickly configure experiments, manage data streams, and monitor training progress across multiple Gym environments. Its modular design simplifies prototyping and accelerates development of custom RL solutions.
AI Platforms & Frameworks
#reactive reinforcement learning
#data stream management
#asynchronous training
#parallel environments
#RL benchmarks
#DQN agent
#PPO agent
#A2C learning
#DDPG algorithm
#logging and monitoring
#modular architecture
#Scalable Training
#experiment reproducibility
#data preprocessing
#Machine Learning Framework
#Gym integration
#Atari games
#reactive data handling
#research acceleration
#AI experimentation
...
Promote this Tool
Update this Tool
RxAgent-Zoo
RxAgent-Zoo is a Python-based library that leverages RxPY reactive extensions to implement and orchestrate reinforcement learning algorithms. It provides pre-built agent templates, including DQN, PPO, and A2C, enabling researchers and developers to quickly configure experiments, manage data streams, and monitor training progress across multiple Gym environments. Its modular design simplifies prototyping and accelerates development of custom RL solutions.
AI Platforms & Frameworks
#reactive reinforcement learning
#data stream management
#asynchronous training
#parallel environments
#RL benchmarks
#DQN agent
#PPO agent
#A2C learning
#DDPG algorithm
#logging and monitoring
#modular architecture
#Scalable Training
#experiment reproducibility
#data preprocessing
#Machine Learning Framework
#Gym integration
#Atari games
#reactive data handling
#research acceleration
#AI experimentation
...
Featured
What is RxAgent-Zoo?
At its core, RxAgent-Zoo is a reactive RL framework that treats data events from environments, replay buffers, and training loops as observable streams. Users can chain operators to preprocess observations, update networks, and log metrics asynchronously. The library offers parallel environment support, configurable schedulers, and integration with popular Gym and Atari benchmarks. A plug-and-play API allows seamless swapping of agent components, facilitating reproducible research, rapid experimentation, and scalable training workflows.
Who will use RxAgent-Zoo?
- RL researchers
- Machine learning engineers
- Data scientists
- AI educators
How to use the RxAgent-Zoo?
- Step1: Clone the RxAgent-Zoo repository from GitHub
- Step2: Install dependencies via pip install -r requirements.txt
- Step3: Choose a Gym environment and configure the agent in the config file
- Step4: Run the training script to start the reactive RL pipeline
- Step5: Monitor real-time metrics and adjust hyperparameters as needed
- Step6: Extend or customize agent streams for new algorithms
Platform
- mac
- windows
- linux
RxAgent-Zoo's Core Features & Benefits
The Core Features
- Reactive RL pipelines with RxPY
- Pre-implemented agents: DQN, PPO, A2C, DDPG
- Parallel environment execution
- Asynchronous data stream management
- Built-in logging and monitoring
The Benefits
- Accelerates RL experiment setup
- Modular and extensible architecture
- Scalable across environments
- Improved reproducibility
- Flexible reactive data handling
RxAgent-Zoo's Main Use Cases & Applications
- Benchmarking RL algorithms on Gym and Atari environments
- Prototyping custom reinforcement learning methods
- Teaching RL concepts in academia
- Conducting multi-agent and parallel training experiments
FAQs of RxAgent-Zoo
RxAgent-Zoo Company Information
RxAgent-Zoo Reviews
5/5
RxAgent-Zoo's Main Competitors and alternatives?
- Stable Baselines3
- RLlib
- Dopamine
- Tensorforce
You may also like:
1.5M
14.58% AI design agent automates workflow creating images, videos, 3D models up to 10x faster.
1.2K
54.15% AI-driven chatbot for top OnlyFans creators.
325.8K
27.42% Aixbt is a tokenized AI Agent optimizing revenue across applications.
937
theGist AI Workspace unifies work apps with AI for improved productivity.
44.0K
11.03% Generate brand visuals and copy using AI to boost e-commerce sales.
1.4K
55.44% GPTConsole is an AI agent designed for streamlined conversation and task automation.
--
GenSphere is an AI agent that automates data analysis and provides insights for informed decision-making.
6.8K
63.82% Nullify automates the entire AppSec program for security teams using AI-driven solutions.
77.6K
18.77% Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
30.8K
21.51% Langbase is an AI agent that generates and analyzes natural language content efficiently.
719
36.79% AiTerm: AI Terminal Assistant converting natural language to commands.
--
Generate intriguing facts effortlessly with our AI-powered tool.
1.2K
100.00% Revolutionary AI that sees, hears, and communicates in real time.
17.9K
41.82% Automate your job applications and find the perfect job with AI technology.
413
100.00% Intellika AI enables seamless automation of data analysis and reporting for businesses.
--
ScholarRoll helps students find and apply for scholarships easily.
37.2K
68.25% OneReach AI simplifies interactions by automating customer engagement through intelligent messaging.
594
100.00% Phoenix AI Assistant helps streamline tasks using intelligent automation and personalized support.
8.6K
37.99% Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.