Madushan Jaya Sri

About Me

Senior AI/ML Expert

Mission-driven professional with autonomy, accountability, and technical brilliance in crafting compelling AI solutions. I specialize in Large Language Models, advanced NLP techniques, and end-to-end ML deployment strategies.

Currently working as an ML Engineer - LLM Specialist at Enfection (Pvt) Ltd, where I develop and deploy cutting-edge LLM-based solutions with focus on scalability and performance optimization.

📞 +94 77 387 8164 ✉️ madushanjayasri100@gmail.com 💼 LinkedIn

Work Experience

July 2024 - Present

ML Engineer - LLM Specialist

Enfection (Pvt) Ltd, Sri Jayawardhanapura Kotte

Developed and deployed LLM-based solutions with end-to-end implementation using advanced NLP techniques, transformer architectures, RAG, and LangChain with scalability and top-tier performance
Optimized LLM performance through fine-tuning, prompt engineering, and statistical modeling with hands-on technical prowess and autonomy
Integrated cutting-edge APIs (GPT, Gemini, Claude) using MLOps deployment practices with technical brilliance and infrastructure management
Collaborated with cross-functional teams including software engineers, solution architects, and product managers as AI/ML expert
Guided technology trends, shaped roadmap, and delivered compelling discoveries for stakeholders with mastery in framing problems and proofs of concept

July 2023 - July 2024

Executive – Data Analyst

Enfection (Pvt) Ltd, Sri Jayawardhanapura Kotte

Generated internal reports and actionable insights for clients including MAS, Keells, Malaysian Coffee brands, and Disney Singapore to inform marketing strategies
Conducted marketing and content audit analysis using Python programming with technical proficiency and LLMs
Developed machine learning models using Python libraries (scikit-learn, TensorFlow, Keras) with scalability considerations and advanced statistical modeling
Implemented unsupervised ML techniques (clustering) for audience segmentation with pipeline orchestration and familiarity with modern tools

Nov 2022 - July 2023

Data Scientist – Intern

Hatton National Bank PLC, Colombo

Developed time series forecasting models using LSTM and GRU architecture for foreign currency inflow and outflow predictions with comprehensive testing and scalability focus
Created survival analysis model for NBO (Next Best Offer) for the internal analytical platform, achieving 80% tested accuracy and approved for system integration by senior data engineers
Performed exploratory data analysis identifying high-value AI/ML opportunities with compelling discoveries and technical proficiency
Demonstrated expertise in framing problems, experimenting with proofs of concept, and delivering tailored solutions for stakeholders

Featured Projects

Momentro - AI-Powered Marketing SaaS

Production • AI Platform

Comprehensive marketing analytics platform with 5 AI-driven modules: Audience Insights, Influencer Analytics, Content Analysis, Intent Tracking, and Competitor Intelligence. Developed proprietary Brand Authority Score (BAS) and Brand Personality Score (BPS) algorithms.

Python MongoDB AWS S3 OpenAI API MLOps

SQL Agent with Interactive Visualization

Production • GPT-4 Powered

GPT-4-powered SQL assistant using generative AI frameworks with senior-level expertise. Delivered integrated data science projects with compelling results for diverse stakeholders.

Python LangChain GPT-4 SQL

LLM-Based Document Analysis Chatbot

Production • RAG Architecture

Engineered RAG architecture for document analysis with scalable cloud deployment. Implemented PDF processing with performance optimization using advanced statistical modeling.

Python LLMs RAG Docker MLOps

Multi-Language Sentiment Analysis System

NLP • Full Lifecycle

Built comprehensive sentiment analysis tool with full lifecycle management and senior-level expertise in NLP techniques. Integrated CI/CD pipeline using DevOps practices and MLOps workflows.

Python NLP Docker CI/CD

Next Best Offer Loan Prediction Model

Banking • 80% Accuracy

Developed survival analysis model achieving 80% accuracy with advanced statistical modeling and performance optimization. Approved for system integration by senior data engineers at Hatton National Bank.

Python Oracle MLOps Statistical Modeling

Currency Flow Forecasting

Time Series • Deep Learning

Built predictive models using LSTM and GRU architecture for foreign currency inflow and outflow predictions with scalable deployment considerations.

TensorFlow Keras Python LSTM/GRU

Technical Skills

🤖 AI & Machine Learning

Large Language Models (OpenAI GPT, Anthropic Claude, Google Gemini)
TensorFlow, Keras, PyTorch, scikit-learn
LangChain, RAG Architecture, Semantic Kernel
Prompt Engineering & Fine-tuning
Deep Learning (CNN, RNN, LSTM, GRU)
NLP: NLTK, spaCy, Transformers, Hugging Face

💻 Programming & Development

Python (Expert Level)
R, Java, SQL
Flask, Django, Streamlit
Git Version Control
API Integration & Development
Results-driven programming approach

☁️ Cloud & Infrastructure

AWS (EC2, S3)
Docker, Kubernetes
MySQL, PostgreSQL, MongoDB
Oracle Database, NoSQL
Scalable Cloud Infrastructure
Performance Optimization

🔧 MLOps & DevOps

MLflow, Weights & Biases
Apache Airflow
CI/CD Pipelines
Model Monitoring & Deployment
GitHub Actions
Pipeline Orchestration

📊 Data Science & Analytics

Statistical Analysis & Modeling
Time Series Forecasting
Classification, Clustering
Survival Analysis
Exploratory Data Analysis
Advanced Statistical Modeling

📈 Visualization & BI

Tableau, Power BI
Matplotlib, Seaborn, Plotly
Interactive Dashboards
Statistical Reporting
Data Visualization Best Practices
Business Intelligence Solutions