Simbotic
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About
Simbotic is a modern 3D simulation engine and AI platform crafted to bridge the gap between simulation and real-world applications. It addresses the challenges of traditional machine learning, which often necessitates vast amounts of data and extensive expertise to teach autonomous systems. By generating infinite synthetic data and offering realistic training environments, Simbotic enables intelligent agents to learn and gain experience efficiently. The platform is bolstered by Epic MegaGrants and is under active development, with plans for plugins, documentation, and tutorials. Simbotic is designed for dynamic multi-agent training, essential for deep reinforcement learning, and supports both abstract physics-focused and photorealistic simulations. The tool can synthesize datasets and simulate sensors, optimizing data for AI models through structured domain randomization. Additionally, it fosters a human-in-the-loop approach, allowing domain experts to influence simulations and accelerate learning. Powered by Unreal Engine 4 and cutting-edge technologies, Simbotic facilitates real-time data streaming and scalable simulations with Kubernetes. It is adaptable for third-party integrations, supporting various robotics applications. Users can subscribe to updates as development progresses.
Platform
Task
Features
• third-party integrations
• generates synthetic data
• realistic training environments
• dynamic multi-agent training
• supports human-in-the-loop training
• end-to-end accelerated pipelines
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