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Research projects exploring reinforcement learning and AI for robotic control. Not a commercial product.
- Research-based, no direct product
- Models & code occasionally on GitHub
- No enterprise plan
Umbrella for Google’s cloud services: Vertex AI, BigQuery ML, GKE. Supports RL, time series forecasting, autoML models, etc.
- Pay-as-you-go GCP usage
- No free plan except trial credits
- Focus on integrated ML solutions
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Distributed compute framework for Python, powering RLlib for reinforcement learning, time series analysis, large-scale ML.
- Open source Ray
- Anyscale platform: usage-based
- Enterprise solutions for scaling ML
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Robotics software development kit providing AI modules, simulation (Isaac Sim), and edge deployment for autonomous machines.
- Free developer tools
- Enterprise GPU & software licensing
- No public per-robot pricing
Azure ML studio for training, deploying, and managing ML models. Includes time series analysis, AutoML, RL integration.
- Pay-as-you-go compute
- No free tier except trial
- Enterprise Azure synergy
Creator of Unity Engine. Offers ML-Agents Toolkit for reinforcement learning in 3D environments and game training simulations.
- Unity engine licensing
- ML-Agents open source
- Enterprise Unity deals for studios
AWS service for simulating, testing, and deploying intelligent robotics apps at scale. Integrates with ROS and other frameworks.
- Pay-as-you-go cloud usage
- No free tier beyond trial
- Enterprise: custom solutions
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Part of AWS SageMaker for training reinforcement learning models. Integrates with RoboMaker for simulation.
- Pay for compute & simulation time
- No free plan beyond AWS trial
- Integration with RoboMaker & DeepRacer
Azure-based robotics solutions including ROS integration, IoT Edge, and machine learning pipelines for autonomous systems.
- Usage-based Azure services
- IoT Edge & ML pipelines: custom pricing
- No single-tier robotics plan
Azure Cognitive Service for reinforcement learning-based personalization. Delivers user-specific recommendations & ranking.
- Pay-as-you-go from $1/million transactions
- Free tier: limited monthly calls
- Enterprise: custom Azure usage