Niloy Roy | Machine Learning Engineer & AI Consultant

Software Engineer with a background in Computer Engineering and hands-on experience designing, developing, and deploying scalable software systems. Proficient in Python, Java, and C++, with a specialization in machine learning and distributed systems. Experienced in the full software development lifecycle, from algorithmic design to deployment and maintenance.

The Analytical Engineer

Logic, analysis, and data-driven systems. This is where I build the foundation, from complex ML models to scalable infrastructure.

Sept 2025 — PRESENT
Creator, Lead Developer · Dishpit - Restaurant Automation with AI
Architected and developed "Dishpit," an AI-powered restaurant management web app using React, Vite, and Supabase. Engineered a suite of context-aware LLM assistants for real-time suggestions on scheduling, inventory, and menu optimization.
- React
- Vite
- TypeScript
- Supabase
- Tailwind CSS
- shadcn/ui
- LLMs
SEP 2024 — PRESENT
Machine Learning Volunteer · St. Michael's Hospital - Unity Health
Developed the Meta-Analysis Assistant (MAA), an LLM-powered agent using LangGraph to automate data extraction, statistical computation, and report generation. Built an AI simulation platform (LBAS) for psychiatric training.
- Python
- LangGraph
- LLMs
- R
- AWS
- React
MAR 2025 — SEP 2025
AI Solution Leader · Opifiny Corp.
Led the end-to-end design and deployment of a production-grade C# document explainer using Gemini Pro for clinical data extraction. Architected a company-wide, agentic RAG chatbot on AWS with MySQL vector search.
- C#
- Gemini Pro
- AWS
- RAG
- MySQL
- Vector Search

The Creative Human

Creativity, intuition, and high-speed human interaction. This is where I connect, adapt, and build rapport in fast-paced, real-world environments.

Aug 2022 — Present
Event Bartender · Staff Shop
Crafted premium cocktails for high-profile events at venues including Rogers Centre and Scotiabank Arena. Managed high-volume service during live games and concerts.
- High-Volume Service
- Mixology
- POS
- Event Service
Jun 2024 — Jul 2025
Bartender · Azura
Crafted a diverse range of classic and innovative cocktails in a fine dining environment, provided exceptional customer service, and processed transactions using Silverware POS.
- Mixology
- Customer Service
- POS
- Silverware
Aug 2024 — Dec 2024
Barback · Alo Bar
Managed bar inventory and restocking, supported bartenders during high-volume periods (200+ customers/night), and prepared garnishes and mixers.
- Inventory Management
- High-Volume Support
- Food Prep

Dishpit - Restaurant Automation with AI
Architected and developed 'Dishpit,' an AI-powered restaurant management web app using React, Vite, and Supabase. Engineered a suite of context-aware LLM assistants for real-time suggestions on scheduling, inventory, and menu optimization.
- React
- Vite
- TypeScript
- Supabase
- Tailwind CSS
- shadcn/ui
- LLMs
Meta-Analysis Assistant (MAA)
Developed an LLM-powered agent built with LangGraph to automate data extraction, statistical computation using R as a core engine, and report generation for systematic reviews in psychiatric research.
- Python
- LangGraph
- LLMs
- R
- Agentic AI
Learning Buddy Agent (LBAS)
Built an AI simulation platform for psychiatric training featuring a virtual patient and an automated assessment tool to provide interactive, real-time feedback for therapists.
- Python
- LLMs
- AI
- React
- LangGraph
Agentic RAG Chatbot & AI Document Explainer
Architected a company-wide, agentic RAG chatbot on AWS using Anthropic's LLM. Also led the design of a production-grade C# document explainer using Gemini Pro for clinical data extraction.
- Python
- C#
- Gemini Pro
- AWS
- RAG
- MySQL
- Vector Search