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shantanuparabumd/README.md

💫 About Me:

I am deeply engaged in several impactful projects that align with advancing robotics and machine learning:

  • Path Planning Contributions to Open Source: Contributing to the open-source repository AutonomousVehicleControlBeginnersGuide, where I am implementing path planning algorithms like A* to make foundational concepts in self-driving car technology more accessible to students and enthusiasts.

  • Reinforcement Learning with MuJoCo: Developing reinforcement learning frameworks using MuJoCo for robotic control. This includes creating robust environments and algorithms to refine robotic motion through advanced reinforcement learning techniques.

  • Imitation Learning for Aloha Kits: Leveraging Action Chunking Transformers to train Aloha Kits for imitation learning tasks. My work focuses on designing policies, generating sample trajectories, and optimizing models to teach robots complex tasks effectively.

  • Sim-to-Real Transfer for Aloha Kits: Building an end-to-end framework to seamlessly transition policies trained in simulation to physical robots, ensuring real-world applicability and performance consistency.

  • Integration of Aloha Kits with LeRobot: Collaborating with Hugging Face to integrate Aloha Kits into the LeRobot framework. This includes enabling multi-camera support and creating streamlined workflows for dataset collection and training.

🌐 Socials:

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  1. ENPM-662-Introduction-to-Robot-Modelling ENPM-662-Introduction-to-Robot-Modelling Public

    Detailed Explanation of ROS2 Concepts

    Python 3 1

  2. openai_gym openai_gym Public

    Python 8 2

  3. ariac_2024 ariac_2024 Public

    C++

  4. drone_delivery drone_delivery Public

    Python