Available for AI / ML Internships (2025–2026)
AI Engineering Undergraduate • SLIIT

ARCHITECTING AUTONOMOUS
INTELLIGENCE.

Engineering end-to-end Agentic AI workflows, high-precision Computer Vision pipelines (YOLOv11), and explainable predictive models that reduce operational latency and maximize decision throughput.

10+ AI & ML Projects
94% ROC-AUC XAI Score
-70% RAG Process Latency
30 FPS Real-Time Vision
NEURALIS-Q1 // CORE
LIVE FEED
Q-CORE // 5.12 GHz
COHERENCE: 99.8%
LATENCY: 1.2ms
4K • 60FPS
SLIIT • AI Engineering
GPA: 3.2 Cum | 3.6 Sem (Y2S2)
CORE ARCHITECTURE

Domains of Technical Mastery

Harmonizing mathematical machine learning foundations with high-throughput production deployment engineering.

Autonomous Agentic Workflows & RAG

Architecting multi-agent orchestrations with CrewAI and LangGraph. Building resilient Retrieval-Augmented Generation systems that transform complex unstructured market intelligence into synthesized executive insights.

CrewAI LangGraph RAG OpenAI API Vector Embeddings

High-Performance Computer Vision

Zero-latency multimodal perception engines powered by YOLOv11, Florence-2, and OpenCV. Capable of real-time defect localization and natural language scene reasoning at 30+ FPS.

YOLOv11 Florence-2 Vision LLMs OpenCV TensorFlow

Explainable AI (XAI)

Demystifying complex ensemble models via SHAP feature importance analysis and transparent decision attribution for high-risk fraud analytics.

XGBoost SHAP Values Scikit-Learn

Full-Stack AI Deployment & MLOps

Bridging the gap between prototype and scale. Building reactive web platforms and APIs with Next.js, React, FastAPI, Flutter, and Docker containerization backed by CI/CD automation.

Next.js FastAPI Flutter Docker GitHub Actions Firebase Gemini API
METHODOLOGY

Precision Engineering Framework

Eliminating guesswork from conceptualization to containerized production inference.

01
DATA & SYNTHESIS

Ingest & Vectorize

Architecting robust data pipelines to extract, clean, parse, and embed unstructured multimodal inputs into optimized vector indices for semantic retrieval.

02
MODEL & GRAPH

Architect & Train

Developing neural graph agents, training vision classifiers (YOLOv11), and validating predictive accuracy against rigorous ROC-AUC and F1-score benchmarks.

03
CONTAINER & SCALE

Deploy & Monitor

Encapsulating models within Docker containers, deploying microservices via FastAPI/Streamlit, and configuring CI/CD pipelines with real-time drift telemetry.

PORTFOLIO ARSENAL

Engineered For Measurable Impact

A curated selection of machine learning architectures, autonomous agent workflows, and full-stack systems.

30+ FPS REAL-TIME FocusGuard AI Driver Drowsiness Detection
COMPUTER VISION • DRIVER SAFETY

FocusGuard AI — Drowsiness Detector

Real-time driver fatigue accident prevention engine tracking 468 facial landmarks via MediaPipe Face Mesh and calculating Eye Aspect Ratio (EAR) logic with instantaneous auditory and visual alarm triggers.

Python OpenCV MediaPipe Face Mesh EAR Logic
LIVE ON VERCEL FlixMate Movie Booking System
FULL-STACK • AI RECOMMENDATIONS

FlixMate — AI Movie Platform

Production-grade movie booking and personalization platform integrating behavioral AI recommendation algorithms, 3D seat scheduling math, atomic PostgreSQL checkouts, and surge pricing.

React TypeScript Express.js PostgreSQL Prisma Tailwind CSS
LIVE ON VERCEL Student Support AI System
ACADEMIC AI • RAG & PREDICTIVE ANALYTICS

Student Support AI System

Comprehensive student success platform integrating RAG course-material Q&A, predictive machine learning models for GPA forecasting, personalized study schedules, and faculty analytics.

React TypeScript RAG Engine Scikit-Learn Tailwind CSS
SHAP XAI EXPLAINABLE Stock Price Trend Predictor
MACHINE LEARNING • QUANTITATIVE & XAI

Stock Price Trend Predictor

Production-grade ML forecasting system predicting market trend direction using time-series feature engineering, bull/bear regime detection, XGBoost, and SHAP model explainability.

Python XGBoost SHAP Scikit-Learn Pandas Time-Series
LIVE ON VERCEL SMART-PARKAI System
FULL-STACK & IOT • VEHICLE PARKING

SMART-PARKAI — Space Booking

Intelligent vehicle parking reservation platform with Spring Boot REST API, PostgreSQL, JWT security, QR booking verification, and a live React/Vite slot occupancy telemetry dashboard.

Spring Boot Java React PostgreSQL JWT QR Codes
GEMINI AI STUDIO Kairos AI Study Momentum
AGENTIC AI • GEMINI ECOSYSTEM

Kairos AI — Study Momentum System

Adaptive AI study momentum engine built on Google Gemini helping students eliminate procrastination and burnout through cognitive load breakdown, task decomposition, and recovery tools.

Gemini API AI Studio TypeScript Next.js Prompt Engineering
INTERACTIVE CONSOLE

Query the Neural Core

Execute cybernetic shell commands to probe Upamada's system parameters, background, and availability.

upamada-ai-core v2.8 — zsh session
● STATUS: ONLINE
Initialized neural shell link to UPAMADA EKANAYAKE.
Type 'help' to see valid telemetry commands, or click any prompt below.
upamada@core:~$
Quick Execute:
ACADEMIC RESEARCH

Investigative Computer Science

Grounding theoretical algorithms in empirical real-world validation.

TRANSIT OPTIMIZATION

Smart Shuttle AI System Research

Lead Researcher • Deep Learning • Graph Simulation

Engineered a deep learning-based dynamic graph routing simulation for campus transit scheduling, benchmarking an empirical 22% reduction in peak-load passenger wait times. Source code and curated simulation dataset published openly on GitHub.

PEDAGOGICAL COMPUTING

Barriers to Learning Programming

Researcher • Abstract Syntax Tree (AST) Analysis

Analyzed syntax comprehension bottlenecks in 1st-year undergraduates using Abstract Syntax Tree (AST) pattern recognition to design automated pedagogical interventions; formally submitted for departmental academic review.

TECH ARSENAL

The Engineering Matrix

Comprehensive breakdown of computational frameworks, languages, and containerized deployment tooling.

AI, Frameworks & Libraries

Agentic AI (CrewAI) LangGraph RAG Pipelines YOLOv11 OpenCV TensorFlow Scikit-Learn XGBoost SHAP (XAI) Gemini API Pandas & NumPy

Core Languages

Python Java SQL JavaScript (ES6+) C Dart

Tools, MLOps & Platforms

Docker Git & GitHub CI/CD (GitHub Actions) MLOps Model Deployment REST APIs (FastAPI) Next.js & React Flutter Streamlit / Gradio Firebase Vercel / Netlify
FOUNDATIONS

Education & Community Impact

Academic rigor combined with large-scale organizational leadership.

Academic Background

2024 — 2027 (EXPECTED GRADUATION)
B.Sc. (Hons) in AI Engineering
Sri Lanka Institute of Information Technology (SLIIT)

Current 3rd Year • Cumulative GPA: 3.2 / 4.0 | Recent Semester GPA (Y2S2): 3.6 / 4.0.
Coursework: Advanced ML, Deep Learning, Computer Vision, NLP, Data Structures & Algorithms (DSA), Database Management Systems (DBMS).

G.C.E. ADVANCED LEVEL
Dharmaraja College, Kandy
Commerce Stream: 2 As, 1 B, 1 C
G.C.E. ORDINARY LEVEL
Dharmaraja College, Kandy
9 Distinctions (8 As, 1 B)
HONORS & CERTIFICATIONS
SLIIT AI Certification (Levels 1–3)
Completed (2025–2026)

Executive Leadership & Activities

NOV 2025 — SEP 2026
President / Ex-Secretary
SLIIT Gaming Community

Spearheaded operations and community initiatives, driving a 150% surge in active student engagement and competitive e-sports leagues.

2026
Chairperson • GameFest Event
SLIIT Main Arena

Directed an organizational committee of 15 members to execute SLIIT's premier gaming fest for over 500+ attendees and industry partners.

2026 — PRESENT
Batch Representative • SLIIT
Student Liaison for 200+ Undergraduates

Official liaison bridging student queries and faculty leadership for academic coordination.

2026
Lead • Nexus Game Zone
Event Technology & Coordination
DIRECT PROTOCOL

Initialize
Transmission.

Available for Machine Learning Engineering & AI Internships, research collaborations, or technical consultancy. Let's engineer something extraordinary together.

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