ProspectivePulse

Selected work

A few projects that show how I think about reinforcement learning, robotics, and applied machine learning.

Project Juggernaut

Project Juggernaut — RL robotic arm tank

Reinforcement-learning driven tracked robot platform using Raspberry Pi and MegaPi, with simulation-first training and hardware deployment.

RL · Robotics · Python

Warehouse RL

Warehouse routing optimizer — RL environment

RL environment that frames warehouse pick routing as a decision process, comparing RL agents to classical optimisation and heuristics.

RL · Optimisation · Python

Essay scoring

Automated essay scoring — deep learning

Neural model that classifies/ranks student essays into performance bands using bidirectional LSTMs and an ensemble with gradient boosting.

NLP · Deep Learning