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.

StarNgage AI allows you to train AI models on your products, portrait, or style to create unique content. By uploading images or references, the AI learns your unique characteristics and generates new content, saving time and reducing costs associated with traditional content creation methods. This platform is ideal for e-commerce product photos, social media content, and influencer collaborations.

TheFluxTrain is the platform that allows creators to train their own AI models for various purposes. By uploading a few high-resolution images and using the platform's tools, you can generate images, characters, and even videos, all personalized and consistent. The process is simple: upload, label, and train the models. Once your model is ready, you can generate images in different settings, poses, and lighting conditions. Ideal for social media influencers, businesses, storytellers, and anyone looking to create consistent, high-quality AI-generated content.

Epigos AI provides an all-in-one solution for businesses looking to harness the power of computer vision. The platform allows users to annotate their data efficiently, train sophisticated AI models, and deploy those models seamlessly into production. It is specifically designed to make complex AI processes accessible, enabling organizations to supercharge their operations with advanced technology, driving automation and effectiveness in various applications such as quality assurance and defect inspection.

LangDrive is a cutting-edge AI framework designed to simplify the optimization and training of over 100 different language models using your private data. This tool empowers you to own your model weights and enables seamless deployment to Hugging Face. Ideal for businesses and developers looking for a streamlined solution to integrate advanced language AI capabilities into their applications or workflows. LangDrive offers privacy, efficiency, and comprehensive support for various AI models.

MD.ai provides a sophisticated platform designed for AI-powered reporting and annotation in the field of radiology. This platform helps radiologists and medical professionals streamline the annotation, documentation, and analysis of radiological images. By leveraging DICOM-native data annotation tools, the platform accelerates the development and deployment of medical imaging AI. It supports efficient data handling, fostering a collaborative environment for creating, training, and validating AI models in medical imaging.

People for AI offers specialized data labeling and annotation services, designed to generate exceptional training datasets for various AI and machine learning projects. They utilize experienced annotators, sophisticated labeling tools, and a methodical approach to ensure accuracy and reliability. Their services help businesses and researchers save time and resources while enhancing the performance and precision of their AI models. Whether for image, text, or video data, People for AI delivers the expertise needed to meet diverse project requirements.

Pixta AI specializes in large-scale data annotation and sourcing for AI and machine learning projects. Leveraging over 80 million images, 1000 experienced annotators, and state-of-the-art technology, Pixta AI delivers high-quality, annotated datasets. These datasets are ideal for computer vision, autonomous vehicles, retail analytics, and more. By utilizing both manual and semi-automated labeling processes, Pixta AI ensures fast and accurate data preparation, enabling faster AI model training and deployment.

Roboflow is a comprehensive platform designed to simplify the process of building, training, and deploying computer vision models. It offers a suite of tools for managing datasets, annotating images, training powerful models, and deploying them seamlessly. Whether you're a novice or an expert, Roboflow equips you with everything you need to develop cutting-edge computer vision applications in various industries, including retail, manufacturing, and healthcare.

Tromero is a cutting-edge AI training and hosting platform that leverages blockchain technology to provide enterprises with a competitive edge. It allows users to train and deploy machine learning models more efficiently and at reduced costs. Designed for scalability and ease of use, Tromero supports GPU clusters and offers various tools for performance evaluation, benchmarking, and real-time monitoring. Whether you're looking to train complex models or host AI applications, Tromero provides a comprehensive framework maximizing resource utilization and minimizing expenses.

FluidStack provides a high-performance GPU cloud infrastructure tailored for AI and large language model training. With access to over 50,000 GPUs, including NVIDIA H100s and A100s, users can scale their computational needs seamlessly. The platform ensures affordability, reducing cloud bills by more than 70%. Trusted by leading AI companies, FluidStack is designed to handle intensive computational tasks, from training AI models to serving inferences.

OnlyFree is a comprehensive platform dedicated to providing free AI resources, including tools, repositories, and educational content. It aims to support the AI community by offering a wide range of resources that can be used to develop, train, and deploy AI models. Whether you are a beginner or an experienced AI professional, OnlyFree offers something valuable for everyone, helping to advance knowledge and innovation in the field of artificial intelligence.