Selected Projects
Solar Site Feasibility - Multi-Agent PoC
A Streamlit and LangGraph proof of concept that evaluates one or more addresses, runs modular agents for policy, permitting, irradiance, economics, grid, and risk signals, and returns a feasibility score, Go/No-Go decision, and permit checklist PDF.
InsightWearAI - Smart Necklace
Assistive AI hardware product designed to help visually impaired users navigate independently through an AI-powered necklace, embedded sensing, and custom perception models. The startup won 6+ competitions and innovation awards.
Parklive
Assisted parking product for the Montreal area that helps users find nearby available parking and understand street signage, with work focused on route optimization and product logic.
Social Media Analysis for Market Predictions
System using four AI models to scan what people discuss about a company over a configurable time window and extract sentiment and trend signals for market prediction.
Air Quality Monitoring System
Custom hardware and AI monitoring platform for real-time air quality analytics, device deployment, and downstream occupancy estimation using RGB, thermal, and environmental data.
Multi-Model Chained Semantic Segmentation
Multi-model segmentation pipeline for road-scene datasets such as CamVid and Cityscapes, using chained predictions to improve accuracy on difficult classes.
Prediction Intervals for NILM
Behavior-aware energy disaggregation work that uses prediction intervals to improve uncertainty handling and appliance-level performance in non-intrusive load monitoring.
SmartBin
Waste-classification system combining embedded electronics, camera preprocessing, classification logic, and a dedicated React and Django web interface.
AI for Traffic Sign Detection and Depth Estimation
Computer vision system that detects and classifies traffic signs with deep learning and estimates the distance to each sign from a single image.
AlloGenie
Platform that matches skilled workers with people looking for help on a specific task through video calls or arranged meetings directly on the platform.
3D Plotting Engine
Python and PyGame engine for plotting high-dimensional datasets in 3D, including dimensionality-reduction workflows and custom PCA and clustering support.
PositiveVibes - GPT-2 Positive Reply Bot
Early generative AI bot that collects social posts and generates positive replies for people expressing distress across Facebook, YouTube, and other platforms.
Additional Projects
Custom 3D Scanner
Single-point Ladar 3D scanner built from scratch, including the sensing math, hardware integration, and data acquisition pipeline.
InsightWearAI - Smart Gloves
Assistive AI gloves designed to help blind users identify and locate specific objects in front of them using custom vision models and embedded hardware.
Timely
Data-focused product work centered on analyzing large datasets with Python and Pandas and shaping the outputs into usable product insights.
AI Photo Ranking App
Custom phone-like interface that evaluates and ranks user photos with AI-driven scoring and visual feedback.
Kaggle Competition: Kuzushiji Recognition
Deep learning competition work focused on recognizing historical Japanese characters from image data.
Kaggle Competition: Jane Street Market Prediction
Experimented with statistical and deep learning approaches for market prediction under noisy real-world competition data.
Watchout
Driver-assistance concept that monitors surrounding traffic conditions and other drivers to support safer road decisions.
Shopping Website
Amazon-style e-commerce web application built as a full-stack software engineering project.
Citations Finder
Python tool for locating paraphrased content across source papers and tracing the likely originating references.
Ticket-no-Ticket
Rule-based AI concept for identifying traffic violations by combining scene understanding with predefined enforcement logic.
Games
Tic Tac Toe using Python
• developed using pygame.
Flappy Bird
• developed using pygame.
Space Invader
• developed using pygame.