
AI / Machine Learning Student and Software Developer
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Assessing your cultural and operational fit
CityPulse_AI
May 25, 2026 – Present
AI demand balancing software for Toronto's major-event economy. To guide visitors to better TTC routes, gates, restaurants, and public spaces by helping TTC and city operators detect crowd imbalance and recommend diversions. To help businesses forecast demand, staffing, food prep, and hours by using Toronto open data portal powered by agentic AI
View ProjectEECS-6320-Final-Project
April 1, 2026 – Present
EECS-6320-Final-Project — GitHub repository
View ProjectTTC-PULSE
March 3, 2026 – Present
This project proposes a scalable data analytics and interactive visu- alization framework for analyzing TTC ridership patterns, service delays, and congestion dynamics using large-scale open datasets.
View ProjectMedical-Diagnosis-Risk-Scoring-using-Bayesian-Networks
December 28, 2025 – Present
Course work Project: Probabilistic Models and Machine Learning
View ProjectFinal-Data-Mining-Project
December 22, 2025 – Present
Final-Data-Mining-Project — GitHub repository
View ProjectData-Mining-Project-Baseline
October 18, 2025 – November 5, 2025
Data-Mining-Project-Baseline — GitHub repository
View ProjectCultural Fit Analysis
The candidate's projects indicate an interest in public service and urban data analysis ('TTC-PULSE', 'CityPulse_AI'), which could align with organizations focused on social impact or smart city initiatives. The diversity of project topics (data analysis, web development, machine learning) suggests a broad curiosity, but also a potential lack of deep specialization in a single area. The absence of team projects or collaborative descriptions makes it difficult to assess cultural fit in a team environment.
Soft Skills & Operational Fit
Insufficient data to assess soft skills or operational fit. No psychometric test results or interview feedback provided.