Seven builds, seven different constraints.
The homepage shows the four most recent. This is all of them, most recent first - machine learning, AI automation, blockchain, database design, and full-stack, each opening a full case study.
BestCar - Full-Stack Car Rental Platform
Live data, no mocksA car rental platform built for a Web Designer/Web Developer + AI Automation assessment: a frictionless booking flow, a live operational dashboard for staff, role-gated admin access, and a chat assistant grounded in real inventory feeding a working n8n lead automation.
CIFAR-10 Classification - SE-ResNet, CutMix & Calibration
95.48% top-1A custom SE-ResNet trained from scratch with no pretrained weights. Squeeze-and-Excitation attention, CutMix, and Focal Loss were each aimed at one measured failure mode - and cut cat/dog confusion by 17%.
Patient Care Operating System - ClickUp + n8n Automation
7 workflows liveA take-home Operations & AI Automation Specialist assessment: a ClickUp workspace engineered around a 60-use field budget, plus seven self-hosted n8n workflows covering everything the free tier can't do natively.
Decentralised Credit Scoring - Stacking Ensemble + Blockchain Oracle
AUC 0.984A risk engine for thin-file borrowers: SMOTE balancing, an XGBoost + MLP stacking ensemble, SHAP attributions, and a Node.js oracle that commits every score to Ethereum with the evidence pinned to IPFS.
XAI-Driven Lesion-Aware Multi-Teacher Knowledge Distillation
15.5 ms on CPUA U-Net-guided Inception teacher distilled into a MobileNetV3 student and quantized to INT8 - keeping teacher-grade F1 while running fast enough for edge deployment. Grad-CAM validates it looks at the lesion.
Relational DBMS - E-Commerce Perfume Store
3NF schemaA fully normalized MySQL schema with PL/SQL triggers and ACID-compliant transactions, behind a full-stack PHP storefront with cart management and a secure admin dashboard.
Flood Alert & Relief Coordination System
Geolocation routingA disaster-relief platform built on Firebase: live flood tracking, geolocation-based alert routing, and an admin dashboard for resource allocation and volunteer dispatch.
BestCar - Full-Stack Car Rental Platform
Live data, no mocksA car rental platform built for a Web Designer/Web Developer + AI Automation assessment: a frictionless booking flow, a live operational dashboard for staff, role-gated admin access, and a chat assistant grounded in real inventory feeding a working n8n lead automation.
CIFAR-10 Classification - SE-ResNet, CutMix & Calibration
95.48% top-1A custom SE-ResNet trained from scratch with no pretrained weights. Squeeze-and-Excitation attention, CutMix, and Focal Loss were each aimed at one measured failure mode - and cut cat/dog confusion by 17%.
Patient Care Operating System - ClickUp + n8n Automation
7 workflows liveA take-home Operations & AI Automation Specialist assessment: a ClickUp workspace engineered around a 60-use field budget, plus seven self-hosted n8n workflows covering everything the free tier can't do natively.
Decentralised Credit Scoring - Stacking Ensemble + Blockchain Oracle
AUC 0.984A risk engine for thin-file borrowers: SMOTE balancing, an XGBoost + MLP stacking ensemble, SHAP attributions, and a Node.js oracle that commits every score to Ethereum with the evidence pinned to IPFS.
XAI-Driven Lesion-Aware Multi-Teacher Knowledge Distillation
15.5 ms on CPUA U-Net-guided Inception teacher distilled into a MobileNetV3 student and quantized to INT8 - keeping teacher-grade F1 while running fast enough for edge deployment. Grad-CAM validates it looks at the lesion.
Relational DBMS - E-Commerce Perfume Store
3NF schemaA fully normalized MySQL schema with PL/SQL triggers and ACID-compliant transactions, behind a full-stack PHP storefront with cart management and a secure admin dashboard.
Flood Alert & Relief Coordination System
Geolocation routingA disaster-relief platform built on Firebase: live flood tracking, geolocation-based alert routing, and an admin dashboard for resource allocation and volunteer dispatch.