StarCraft II Reinforcement Learning Agent

0
0 Reviews
This open-source agent employs Proximal Policy Optimization (PPO) to train neural networks that control units in StarCraft II. It integrates with DeepMind's PySC2 interface to observe game states, make strategic decisions, and execute actions in real-time. The modular codebase supports custom network architectures, multi-processing for parallel training, and extensive configuration of hyperparameters, facilitating rapid experimentation and benchmarking of reinforcement learning algorithms within the SC2 environment.
Added on:
Social & Email:
Platform:
May 18 2025
--
Promote this Tool
Update this Tool
StarCraft II Reinforcement Learning Agent

StarCraft II Reinforcement Learning Agent

0
0
StarCraft II Reinforcement Learning Agent
This open-source agent employs Proximal Policy Optimization (PPO) to train neural networks that control units in StarCraft II. It integrates with DeepMind's PySC2 interface to observe game states, make strategic decisions, and execute actions in real-time. The modular codebase supports custom network architectures, multi-processing for parallel training, and extensive configuration of hyperparameters, facilitating rapid experimentation and benchmarking of reinforcement learning algorithms within the SC2 environment.
Added on:
Social & Email:
Platform:
May 18 2025
--
Featured
Flowith
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Refly.ai
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
BGRemover
Easily remove image backgrounds online with SharkFoto BGRemover.
Elser AI
All-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
FixArt AI
FixArt AI offers free, unrestricted AI tools for image and video generation without sign-up.
FineVoice
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
Qoder
Qoder is an agentic coding platform for real software, Free to use the best model in preview.
Skywork.ai
Skywork AI is an innovative tool to enhance productivity using AI.
Yollo AI
Chat & create with your AI companion. Image to Video, AI Image Generator.
VoxDeck
Next-gen AI presentation maker,Turn your ideas & docs into attention-grabbing slides with AI.
Funy AI
AI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
SharkFoto
SharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
ThumbnailCreator.com
AI-powered tool for creating stunning, professional YouTube thumbnails quickly and easily.
Pippit
Elevate your content creation with Pippit's powerful AI tools!
SuperMaker AI Video Generator
Create stunning videos, music, and images effortlessly with SuperMaker.
AnimeShorts
Create stunning anime shorts effortlessly with cutting-edge AI technology.
Img2.AI
AI platform that converts photos into stylized images and short animated videos with fast, high-quality results and one-click upscaling.
Nana Banana: Advanced AI Image Editor
AI-powered image editor turning photos and text prompts into high-quality, consistent, commercial-ready images for creators and brands.
Van Gogh Free Video Generator
An AI-powered free video generator that creates stunning videos from text and images effortlessly.
Create WhatsApp Link
Free WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
Gobii
Gobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
AI FIRST
Conversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
Kling 3.0
Kling 3.0 is an AI-powered 4K video generator with native audio, advanced motion control, and Canvas Agent.
TextToHuman
Free AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
GLM Image
GLM Image combines hybrid AR and diffusion models to generate high-fidelity AI images with exceptional text rendering.
AirMusic
AirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
Manga Translator AI
AI Manga Translator instantly translates manga images into multiple languages online.
LTX-2 AI
Open-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
WhatsApp Warmup Tool
AI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
Qwen-Image-2512 AI
Qwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
FalcoCut
FalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
ai song creator
Create full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
SOLM8
AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
Telegram Group Bot
TGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
Remy - Newsletter Summarizer
Remy automates newsletter management by summarizing emails into digestible insights.
APIMart
APIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
Vertech Academy
Vertech offers AI prompts designed to help students and teachers learn and teach effectively.
RSW Sora 2 AI Studio
Remove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
PoYo API
PoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
Explee
Start outreach RIGHT NOW with single-line description of your ICP
Seedance 1.5 Pro
Seedance 1.5 Pro is an AI-powered cinematic video generator with perfect lip-sync and real-time audio-video sync.
Lease A Brain
AI-powered team of expert virtual professionals ready to assist in diverse business tasks. Sign-up for a free trial.
Rebelgrowth
Grow your revenue from organic traffic on autopilot: Keyword research. SEO optimized articles and EVEN backlinks.
Edensign
Edensign is an AI-driven virtual staging platform transforming real estate photos quickly and realistically.
codeflying
CodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
NanoPic
NanoPic offers fast, high-quality conversational image editing powered by AI with 2K/4K output.
remio - Personal AI Assistant
remio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
TattooAI AI Tattoo Generator
AI Tattoo Generator creates personalized, high-quality tattoo designs quickly with advanced AI technology.
Camtasia online
Camtasia Online is a free tool for screen recording and video editing, all from your web browser.
Avoid.so
Avoid.so offers advanced AI humanizer technology to bypass AI detection algorithms seamlessly.
Wollo.ai
Wollo allows you to create, explore, and chat with AI characters using advanced, emotionally aware AI technology.
Chatronix
LLM aggregator that connects multiple AI models in one platform for comparison, integration, and automation.
Vadu AI
All-in-one AI video & image generator with Sora 2, Veo 3, Kling, and 10+ top models.

What is StarCraft II Reinforcement Learning Agent?

This repository provides an end-to-end reinforcement learning framework for StarCraft II gameplay research. The core agent uses Proximal Policy Optimization (PPO) to learn policy networks that interpret observation data from the PySC2 environment and output precise in-game actions. Developers can configure neural network layers, reward shaping, and training schedules to optimize performance. The system supports multiprocessing for efficient sample collection, logging utilities for monitoring training curves, and evaluation scripts for running trained policies against scripted or built-in AI opponents. The codebase is written in Python and leverages TensorFlow for model definition and optimization. Users can extend components such as custom reward functions, state preprocessing, or network architectures to suit specific research objectives.

Who will use StarCraft II Reinforcement Learning Agent?

  • Reinforcement learning researchers
  • Game AI developers
  • Educators in AI and gaming
  • Hobbyists and students exploring RL

How to use the StarCraft II Reinforcement Learning Agent?

  • Step1: Install StarCraft II and DeepMind PySC2 following the README guidelines
  • Step2: Clone the repository and navigate into the project directory
  • Step3: Install Python dependencies with pip install -r requirements.txt
  • Step4: Configure hyperparameters and map settings in config files
  • Step5: Run python train.py --config configs/default.yaml to begin training
  • Step6: Monitor progress with TensorBoard and adjust parameters as needed
  • Step7: Evaluate trained models using python evaluate.py --model path/to/checkpoint

Platform

  • mac
  • windows
  • linux

StarCraft II Reinforcement Learning Agent's Core Features & Benefits

The Core Features

  • PPO-based policy training in SC2 environment
  • Integration with DeepMind PySC2 for state/action handling
  • Configurable neural network architectures and rewards
  • Multiprocessing support for parallel sample collection
  • Logging and TensorBoard integration
  • Evaluation scripts for benchmarking agents

The Benefits

  • Accelerates RTS game AI research
  • Modular and extensible codebase
  • Open-source and free to use
  • Customizable hyperparameters and environments
  • Supports GPU acceleration for faster training

StarCraft II Reinforcement Learning Agent's Main Use Cases & Applications

  • Benchmarking new RL algorithms on complex RTS scenarios
  • Educational demonstrations of reinforcement learning
  • Research on strategic decision-making in games
  • Prototyping AI agents for real-time strategy games

FAQs of StarCraft II Reinforcement Learning Agent

StarCraft II Reinforcement Learning Agent Company Information

StarCraft II Reinforcement Learning Agent Reviews

5/5
Do You Recommend StarCraft II Reinforcement Learning Agent? Leave a Comment Below!

StarCraft II Reinforcement Learning Agent's Main Competitors and alternatives?

  • DeepMind PySC2 Baselines
  • SC2LE RL environments
  • OpenAI Gym RTS environments
  • Ray RLlib
  • Stable-Baselines

You may also like:

Team9
Managed Openclaw workspace to deploy local-first AI agents, hire AI staff, and join the Moltbook ecosystem.
Skywork.ai
Skywork AI is an innovative tool to enhance productivity using AI.
Lovart
Lovart is an AI agent that generates professional-quality content and designs effortlessly.
Power Automate
Power Automate transforms repetitive tasks into automated workflows using AI.
MS Copilot Studio Agent Builder
Create AI agents with Microsoft Copilot Studio's intuitive tools and seamless integration.
Oracle Miracle Agent
Oracle's AI Agent enhances productivity through automated decision-making and intelligent support.
Amazon Bedrock Agents
Amazon Bedrock Agents enhance applications with AI capabilities like text generation and automation.
Jobright.ai
Revolutionize job hunting with AI-driven support.
Interagix
Streamline your lead management with intelligent automation.
NVIDIA Cosmos
NVIDIA Cosmos empowers AI developers with advanced tools for data processing and model training.
Flowith
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Pixlr
Pixlr is an AI-powered online and mobile photo editor ideal for beginners and professionals.
UiPath
UiPath's AI Agent automates workflows by integrating AI capabilities seamlessly.
Dialpad
Dialpad is an AI-powered communication tool that enhances business calls and conversations.
a1.art
Create and explore art with AI-driven applications.
Rubii
Rubii AI creates lifelike chatbot interactions for immersive role-playing experiences.
Glean
Glean is an AI assistant platform for enterprise search and knowledge discovery.
intercom.help
AI-driven customer service platform offering efficient communication solutions.
Wanderboat AI
AI-powered travel planner for personalized getaways.
Crewai
Crewai orchestrates interactions between multiple AI agents, enabling collaborative task solving, dynamic planning, and agent-to-agent communication.
Abacus AI
AI-driven platform for creating and deploying enterprise-grade AI systems and agents.
Refly.ai
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Azul Game AI Agent
An AI agent that uses Minimax and Monte Carlo Tree Search to optimize tile placement and scoring in Azul.
AGM: AI Game Maker
AGM: AI Game Maker enables seamless game development with AI support.
TexasHoldemAgent
An RL-based AI agent that learns optimal betting strategies to play heads-up limit Texas Hold'em poker efficiently.
MultiAgentPacman
Open-source framework enabling implementation and evaluation of multi-agent AI strategies in a classic Pacman game environment.
BomberManAI
BomberManAI is a Python-based AI agent that autonomously navigates and battles in Bomberman game environments using search algorithms.
SoccerAgent
SoccerAgent uses multi-agent reinforcement learning to train AI players for realistic soccer simulations and strategy optimization.
GiftSong
Create personalized songs for all occasions with ease.
MetaHuman Creator
Create realistic 3D digital humans efficiently with MetaHuman Creator.
DND LLM Game
An AI-powered Dungeon Master that uses LLMs to generate dynamic D&D narrative, quests, and encounters in real-time.
MultiAgent-Systems-StarCraft2-PySC2-Raw
An open-source multi-agent reinforcement learning framework enabling raw-level agent control and coordination in StarCraft II via PySC2.
BGRemover
Easily remove image backgrounds online with SharkFoto BGRemover.
YGO-Agent
An open-source RL agent for Yu-Gi-Oh duels, providing environment simulation, policy training, and strategy optimization.
PyGame Learning Environment
PyGame Learning Environment provides a collection of Pygame-based RL environments for training and evaluating AI agents in classic games.
BotPlayers
BotPlayers is an open-source framework enabling creation, testing, and deployment of AI game-playing agents with reinforcement learning support.
Gomoku Battle
Gomoku Battle is a Python framework enabling developers to build, test, and pit AI agents in Gomoku games.
AI Football Cup in Java JADE Environment
A multi-agent football simulation using JADE, where AI agents coordinate to compete in soccer matches autonomously.
F/MS Startup Game
FemaleSwitch is an AI-powered game that enhances female character experiences.
Pentago Swap AI Agent
An AI agent that plays Pentago Swap by evaluating board states and selecting optimal placements using Monte Carlo Tree Search.
Samsung Ballie
Samsung Ballie is a mobile AI assistant that monitors and interacts in your home.
AIpacman
AIpacman is a Python framework providing search-based, adversarial, and reinforcement learning agents to master the Pac-Man game.