Projects
Robotics
Biped Locomotion
Imitation learning approach for robust bipedal locomotion using phase manifolds
OctoMap ROS Integration
ROS 2 compatible Python bindings for OctoMap
Reinforcement Learning
Blocksworld3D
3D version of the classic Blocksworld environment for reinforcement learning
Commutative RL
Reinforcement learning framework for environments with action-order invariance to achieve sample efficiency gains
RL Toolkit
Implementation of core reinforcement learning algorithms with PyTorch
Autonomous Systems
Autonomous Emergency Braking System
Reinforcement learning based emergency braking system built using the CARLA driving simulator
Machine Learning
Bioinformatics SOTA Evaluation
Benchmarking modern neural networks for scRNA sequencing analysis
Evolutionary Computation
GEAT
Genetic and evolutionary algorithm implementations in Python