About
AI Freelancer and Master's graduate in Computing (Data Analytics) with hands-on experience as Service analyst, applied AI, and self-healing automation systems. Skilled in building Model Context Protocol (MCP) systems for end-to-end AI-powered Business Intelligence, and creator of an AI Build Router Intelligent Code Orchestration System. Experienced in enhancing Digital Employee Experience (DEX) platforms through proactive operations and ticket deflection strategies, with proficiency in Nexthink, Python, PowerShell, and Microsoft Graph API. Strong foundation in Python, SQL, Power BI, AWS, LangGraph, ETL, monitoring data pipelines, and data governance, with a track record of optimizing IT processes through automation and analytics to improve operational efficiency and user satisfaction. Experienced working in collaborative, agile engineering environments. Authorized to work in Ireland - STAMP 1G
Skills
Selected work
11 projectsEnterprise Data Lakehouse with AI Agent for Strategic Insights
Built a LangGraph self-correcting AI agent that connects to multiple Databricks Managed MCP servers (Genie for natural language to SQL, Vector Search for semantic retrieval) to generate detailed, strategic business reports. The agent plans its retrieval, evaluates whether the gathered evidence is sufficient, and reformulates and retries when grounding is weak, producing answers with every claim cited to a specific source and no hallucination. Underneath, a Medallion lakehouse on Databricks (Bronze, Silver, Gold) processes synthetic CRM, ERP, and support data. The agent never queries the database directly, it reasons only over governed, read-only MCP endpoints, and delivers grounded strategic insights through a Streamlit interface.
AI-Powered SaaS Business Intelligence Engine
Designed a 3-layer architecture consisting of a PostgreSQL warehouse with analytical views, a FastAPI-based MCP layer exposing governed REST endpoints, and an AI reasoning layer that ensures the LLM never queries the database directly. Built Python ETL pipelines to ingest SaaS business data into structured warehouse views covering MRR, churn by plan, revenue by region, and support-churn correlation. Deployed the backend on AWS EC2 with RDS and S3, incorporating session-based conversation memory, environment-isolated credentials, and a lightweight chat UI for natural language business querying.
Roast My ResumeSide Project
Built a lightweight AI-powered web app that roasts your resume, upload a PDF, extract the text, and receive a brutally honest AI critique rendered in Markdown. Engineered with a clean modular structure separating PDF extraction, LLM prompting, and Streamlit UI into dedicated components. It lets you improve your resume by getting brutally honest advice.
Sales Analytics ETL Pipeline using Medallion Architecture
Designed a batch ETL pipeline using Medallion Architecture (Bronze, Silver, Gold layers) to transform raw sales CRM and ERP data into analytics-ready outputs, cleaning and transforming over 100K sales records using SQL. Deployed a containerised SQL Server instance via Docker, integrated with SSMS for structured data validation and downstream querying.
Entry-Level Salary Purchasing Power Analysis
Analysed global salary and purchasing power parity data to identify where entry-level roles deliver the highest real income value. Cleaned and processed 1M+ rows across 160+ columns, then built an interactive 3D world map in Power BI enabling visual comparison of purchasing power across countries making it easy to pinpoint where your salary goes furthest.
Company Reputation Analysis
Analysed 5,000+ customer reviews to classify sentiment and uncover recurring pain points and strengths shaping brand perception. Improved sentiment analysis accuracy by 18% through feature selection and model tuning, and visualised key themes and trends via dashboards to support stakeholder decision-making.
Text-to-Image Generation for Yoga Pose Instruction
Fine-tuned a pre-trained text-to-image diffusion model using LoRA (Low-Rank Adaptation) and PyTorch to generate accurate yoga poses from natural language prompts. Curated and preprocessed a domain-specific image-caption dataset, handling pose alignment, caption normalisation, and training splits. Trained and evaluated LoRA adapters on GPU-based pipelines, tracking output consistency and prompt adherence, with the full training and inference workflow containerised in Docker for reproducibility across Linux environments.
Namma ThunAI: Indian-Language AI Message Interpreter for Digital InclusionSide Project
Built a multilingual AI assistant using OpenAI API and FastAPI that accepts text or voice input, explaining bank alerts, government notices, and WhatsApp messages in simple Tamil, Tanglish, or basic English, designed for users with limited digital literacy. Implemented scam detection logic to flag messages impersonating official institutions, returning severity assessments and safe suggested replies to reduce user risk. Integrated Speech-to-Text and Text-to-Speech pipelines to enable voice-first interaction for users with limited smartphone familiarity.
Portlyfolio.siteSide Project
Built a full-stack portfolio builder that lets anyone create and publish a professional portfolio for free within seconds. Features a multi-step creation flow covering personal info, skills, projects, and template selection, with three distinct portfolio templates and file upload support for profile photos, project images, and resumes. Includes a public Explore directory with search, skill filters, availability filtering, sort, and pagination, alongside QR/link sharing and view tracking for portfolio visibility and deployed as exact website we are using now.
Data Related Job analysis dashboard
AI-powered job market analytics platform that analyzes Kaggle data to forecast salary trends, benchmark highest-paid roles, and map in-demand skills across 12+ data science job categories. Features interactive visualizations for salary predictions (2020-2028), work preference analytics, and real-time tools/skills requirement mapping. Built with Kaggle and responsive dashboard UI.
AI IT Service Desk Assistant
- Built an AI-powered IT service desk assistant using LangGraph to automate common Level 1 support requests, reducing manual triage effort through intent-based workflow orchestration. - Developed an intent classification pipeline supporting password resets, Microsoft 365 licensing, Outlook, Teams, and device health requests, achieving over 90% intent classification accuracy during testing. - Integrated Microsoft Graph API to automate user account lookups, group membership management, license assignment workflows, and directory information retrieval. - Automated IT support workflows using Power Automate, reducing repetitive service desk actions and enabling end-to-end execution for common user requests. - Integrated Jira Service Management APIs to automatically create, update, assign, and e









