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a4473a4 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 | # Advanced Features
The ML-Agents Toolkit provides several advanced features that extend the core functionality and enable sophisticated use cases.
| **Feature** | **Description** |
|-------------------------------------------------------------|------------------------------------------------------------------------------|
| [Custom Side Channels](Custom-SideChannels.md) | Create custom communication channels between Unity and Python. |
| [Custom Grid Sensors](Custom-GridSensors.md) | Build specialized grid-based sensors for spatial data. |
| [Input System Integration](InputSystem-Integration.md) | Integrate ML-Agents with Unity's Input System. |
| [Inference Engine](Inference-Engine.md) | Deploy trained models for real-time inference. |
| [Hugging Face Integration](Hugging-Face-Integration.md) | Connect with Hugging Face models and ecosystem. |
| [Game Integrations](Integrations.md) | Integrate ML-Agents with specific game genres and mechanics (e.g., Match-3). |
| [Match-3 Integration](Integrations-Match3.md) | Abstraction and tools for Match-3 board games (board, sensors, actuators). |
| [ML-Agents Package Settings](Package-Settings.md) | Configure advanced package settings and preferences. |
| [Unity Environment Registry](Unity-Environment-Registry.md) | Manage and register Unity environments programmatically. |
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