A standalone, crawlable engineering project archive at /projects. Browse robotics, control, perception, AI and mechanical systems documented from problem definition through iteration and transformation.
YOLOv8 detection, tracking and HSV component-vision pipeline.
A computer-vision pipeline assembled around a two-class gear dataset, YOLOv8n training, multi-object tracking and an HSV screw/component detector intended to feed the Screw Tightening Bot.
Multi-output XGBoost system for gear failure stress and crack depth.
A predictive-maintenance dashboard that estimates gear failure stress and crack depth from geometry, classifies a maintenance state and generates engineering recommendations.
GearAnalyst Pro: ML prediction of contact stress and crack depth.
A refactored ML pipeline that cleans material-pair data, engineers an equivalent stiffness feature, benchmarks multiple model families and packages the analysis as an engineering dashboard.
IMU-to-mechanics system identification for a spring-mass-damper knee model.
A reusable pipeline that converts 6-axis IMU leg-swing recordings into frequency, damping, stiffness, torque and ACL/PCL stiffness estimates using a second-order model.
Crop suitability recommendation pipeline with portable ONNX inference.
A crop-recommendation pipeline that maps soil N/P/K conditions to suitable crops, exports the model to ONNX and pairs the inference workflow with Blender assets.
NASA CMAPSS remaining-useful-life prediction baseline and transfer-learning study.
A coursework-level predictive-maintenance project comparing a Keras baseline with a transfer-learning variant for turbofan remaining useful life prediction.
Persona-based LLM agent CLI with persistent SQLite memory.
A command-line LLM agent with persona/runtime contracts, persistent SQLite memory and dual Gemini/Groq backends.