[01] CASE STUDY ARCHIVE03 RECORDS

PROJECTS

Research methods translated into deployed, production-aware systems.

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Screenshot of malaria parasite detection bounding boxes

Computer Vision · Healthcare AI

Malaria Parasite Stage Detection

YOLOv8 and Faster R-CNN ensembles with LAB color-space augmentation, exported to ONNX for lightweight deployment in diagnostic workflows.OPEN CASE ↗

Confusion matrix from CIFAR-10 inference API

MLOps · API Deployment

VisionServe: CIFAR-10 Inference API

A Dockerised FastAPI service demonstrating production-aware model serving with reproducible training, artifact tracking, and confidence-calibrated predictions.OPEN CASE ↗

Zero-shot sentiment trend visualisation

NLP · Analytics

Zero-shot Sentiment Intelligence Pipeline

Config-driven NLP orchestration built on facebook/bart-large-mnli to classify public feedback without fine-tuning, complete with trend reporting and dashboard-ready exports.OPEN CASE ↗