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AI Tinkerers - Toronto
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Team

UrbanRoute AI

Project Concept

Toronto commuters constantly struggle with unreliable TTC service and rapidly changing weather, leading to delays, stress, and lost productivity. UrbanRoute AI is an AI mobility companion that connects to your Google Calendar, analyzes upcoming events, and combines weather forecasts, TTC alerts, and ride-hail estimates. Powered by Gemini and Vertex AI Agent Engine, it generates a clear travel plan with a backup option and delivers personalized notifications 24 or 12 hours before each event. By learning from user feedback, TTC Pulse adapts over time, reducing uncertainty for daily commuters and helping professionals arrive prepared, on time, and with confidence.

Entry

Status: Not Started

Team Roster (needs 2 more team members)

Message board not available for this team yet.

Wilmer Mateo Heras Team Lead RSVP Approved

Data Science at University Of Niagara Falls
Wilmer Mateo Heras Vera is a Data Analyst and Software Engineer pursuing a Master of Data Analytics in Canada. He builds data workflows, dashboards, and automation tools using Python, SQL, and Power BI to deliver actionable insights and scalable solutions.
Areas of Interest Business Intelligence & Data Engineering — modern data stacks, scalable dashboards, and cloud-based pipelines. Applied Machine Learning — predictive modeling, NLP, and customer behavior analytics. Operations Analytics — aviation, logistics, and workforce optimization. Entrepreneurship & Consulting — data-driven solutions for SMEs and startups. Collaborations — open to working with developers, analysts, and entrepreneurs building analytics tools or automation systems.
Airport Operations Dashboard — Streamlit + PostgreSQL app to track flights, manpower, and workflow automation at Toronto Pearson. SME Analytics Research — Structural Equation Modeling (SEM) study on human capital and fixed assets in Ecuadorian SMEs. Automation Tools — FastAPI + Supabase backend for shift-trade requests and reporting pipelines. Client Dashboards — Power BI solutions for startups (marketing analytics, user behavior, KPI tracking). Experimental Builds — Prototyping AI-assisted