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Teaching machines to see & reasonπŸ› οΈβš‘
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Teaching machines to see & reasonπŸ› οΈβš‘

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Manula-Fernando/README.md

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πŸš€ β€œBuilding AI that actually does something useful β€” pushing models from localhost to enterprise production.”


πŸ‘¨β€πŸ’» About Me

Results-driven AI Engineer specializing in production-grade Agentic AI, Multimodal RAG architectures, and Computer Vision forensics. Experienced in deploying low-latency, scalable ML pipelines on Microsoft Azure, building end-to-end MLOps CI/CD systems, and optimizing CPU/edge inference for enterprise Document Intelligence.

  • 🏒 AI Engineer at LOLC Technologies (Sep 2025 – Present)
  • πŸŽ“ BSc (Hons) Data Science (Candidate) β€” Coventry University (UK) affiliated with NIBM Sri Lanka
  • πŸ“„ Published Researcher on IEEE Xplore (Focus: Reliable, interpretable, and secure AI systems)
  • πŸ›‘οΈ Cybersecurity Certified β€” OPSWAT Academy (Critical Infrastructure Protection & Cyber Fundamentals)
  • πŸ“ Based in Colombo / Moratuwa, Sri Lanka

πŸ’Ό Enterprise Impact @ LOLC Technologies

  • πŸ€– AI-Powered Document Compliance Agent: Architected a multi-agent system automating audits against regulatory banking frameworks β€” slashing manual review time by 70% with 100% compliance coverage.
  • πŸ“‘ Multilingual Document Intelligence Platform: Engineered an enterprise OCR extraction engine with plugin APIs, delivering 98% field extraction accuracy and cutting manual data entry costs by 60%.
  • πŸ” AI-Generated Document Fraud Detector: Built a sub-second CV forensics engine detecting synthetic and digitally tampered records with 99.2% accuracy and 100% recall.
  • πŸŽ™οΈ Voice Sentiment & QA Analytics Platform: Built a multi-lingual LLM contact center dashboard that boosted QA throughput by 40% and identified churn signals in real time.
  • 🏦 Bank Statement & Portfolio Analyzer: Automated transaction ledger parsing across 300+ page multi-bank statements for instant querying and fraud risk profiling.

πŸ› οΈ Technical Arsenal

Agentic AI & LLMs
Computer Vision & DL
MLOps, Cloud & Big Data
Backend & Web APIs
Databases & Vector DBs
Security & AI Governance

⚑ Featured Engineering Projects & Repositories

Project Description Architecture / Stack
πŸ›‘οΈ ClarityGate Upstream circuit-breaker gatekeeper for e-KYC documents (NICs, Cheques, Passports) intercepting blur and specular glare before OCR. Sub-400ms CPU inference. Python, ONNX Runtime, OpenCV, FastAPI, MCP Server
✍️ signature-validator-matcher Lightweight, production-grade biometric signature detection and verification engine for banking KYC pipelines and legal document authentication. PyTorch, Computer Vision, Deep Learning, FastAPI
πŸƒ TeaVision AI 2-stage deep learning pipeline for tea leaf disease segmentation (91.2% sensitivity) and classification (96.1% acc) paired with a LangGraph RAG treatment advisor. EfficientNet-B3 + SCSE, LangGraph, ChromaDB, PyTorch
πŸ₯ Hospital Triage Agentic System Autonomous Supervisor-Worker multi-agent platform for real-time emergency clinical intake, triage level routing, and medical guideline synthesis. LangGraph, Mistral (Ollama), Streamlit, Python
🎭 Ko Mask MLOps Pipeline End-to-end production MLOps pipeline for face mask detection with automated CI/CD retraining, drift monitoring, and Dockerized inference APIs. YOLOv8s, MLflow, DVC, FastAPI, Docker
⚑ TweetPulse Pro High-throughput distributed streaming platform processing live Twitter sentiment analytics across containerized microservices. Apache Kafka, Apache Spark (PySpark), MongoDB, Django
🌴 SerenDipity Insights Interactive analytical platform modeling Sri Lanka's tourism trends, economic indicators, and seasonal demand patterns. Python, Dash, Plotly, Pandas

πŸ“Š GitHub Activity & Metrics

Manula's GitHub Stats Manula's GitHub Streak

Top Languages


πŸ“œ Certifications & Honors

  • Published Researcher β€” IEEE Xplore
  • Introduction to Critical Infrastructure Protection (ICIP, 2026) & Cybersecurity Fundamentals (2024) β€” OPSWAT Academy
  • Elements of AI (2026) β€” University of Helsinki
  • Professional Data Science with Python (2023) β€” University of Colombo School of Computing (UCSC)
  • Executive Committee Member β€” Data Scientist’s Club, NIBM (2024 – Present)
  • Member β€” SIAM (Society for Industrial and Applied Mathematics) Student Chapter

Designed with ❀️ by Manula Fernando β€’ Let's build something extraordinary.

Pinned Loading

  1. ko-mask-face-mask-detection-using-YOLOv8s-model-and-MLops ko-mask-face-mask-detection-using-YOLOv8s-model-and-MLops Public

    ko mask is an end-to-end MLOps project for face mask detection. It features automated model training (YOLOv8s), inference APIs, monitoring dashboards, and drift detection, all orchestrated with Doc…

    HTML 1

  2. teavisionAI-vision-unet-segmentation-for-tea-leaves teavisionAI-vision-unet-segmentation-for-tea-leaves Public

    TeaVision AI β€” Deep learning tea leaf disease detection with LangGraph RAG agents and EfficientNet-B3+SCSE segmentation.

    Jupyter Notebook 1

  3. signature-validator-matcher signature-validator-matcher Public

    Signature-validator-matcher is a lightweight, production-ready AI signature detection & verification engine designed for financial institutions, banking KYC pipelines, and document validation workf…

    Python 1

  4. hospital-agentic-system hospital-agentic-system Public

    A professional Multi-Agent AI system for hospital triage using LangGraph, Ollama (Mistral), and Streamlit.

    Python 1

  5. SerenDipity-Insights SerenDipity-Insights Public

    An interactive dashboard for analyzing Sri Lanka's tourism data using Python, Dash, and Plotly.

    Python 1 1

  6. TweetPulse-Pro TweetPulse-Pro Public

    TweetPulse Pro: Real-time Twitter sentiment analytics using Kafka, Spark (PySpark), MongoDB, Flask API, and a Django dashboard. Docker-ready.

    Python 1