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ironpower9k's Projects

drl-robot-navigation icon drl-robot-navigation

Deep Reinforcement Learning for mobile robot navigation in ROS Gazebo simulator. Using Twin Delayed Deep Deterministic Policy Gradient (TD3) neural network, a robot learns to navigate to a random goal point in a simulated environment while avoiding obstacles.

f1tenth-rl icon f1tenth-rl

Dqn with lidar data on f1tenth real car or f1tenth simulator

gym-pybullet-drones icon gym-pybullet-drones

PyBullet Gym environments for single and multi-agent reinforcement learning of quadcopter control

iplanner icon iplanner

iPlanner: Imperative Path Planning. An end-to-end learning planning framework using a novel unsupervised imperative learning approach

overcoming-exploration-from-demos icon overcoming-exploration-from-demos

Implementation of the paper "Overcoming Exploration in Reinforcement Learning with Demonstrations" Nair et al. over the HER baselines from OpenAI

precision_landing_shaping_rl icon precision_landing_shaping_rl

Deep reinforcement learning for drone precision landing, docker container for simulation in Gazebo-ROS2 dashing/foxy with PX4-Autopilot RTPS controller.

px4-ros2-gazebo-yolov8 icon px4-ros2-gazebo-yolov8

Aerial Object Detection using a Drone with PX4 Autopilot and ROS 2. PX4 SITL and Gazebo Garden used for Simulation. YOLOv8 used for Object Detection.

rlhf icon rlhf

Reproduction of OpenAI and DeepMind's "Deep Reinforcement Learning from Human Preferences"

tamer icon tamer

trying out to implement Deep Tamer

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