Professional Projects
Data Pipeline Migration
• Currently leading the migration of data pipelines and orchestration from legacy systems (MongoDB, Luigi) to a modern stack (Hive, Dagster, EDL) to improve scalability and reduce maintenance overhead.​​
Personal Projects
A/B Testing on Sleep Data
• Designed and analyzed A/B experiments on sleep duration using Polars and Welch’s t-test, revealing statistically significant impacts on stress, heart rate, and sleep quality.
Projects
Digital Credit Product Metrics Dashboard
• ​​Developing dashboards to track digital product performance across the credit space.
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• ​​Supports 200+ stakeholders with over 900+ monthly views and informs strategic decisions by senior leadership.
Restaurant Review Classifier
• Developed a sentiment analysis model using NLP techniques (TF-IDF, BoW, N-Grams) to classify restaurant reviews with 77% accuracy. ​
GenAI Advisor Chatbot
• Prototyped a GenAI chatbot using Retrieval-Augmented Generation (RAG) to assist advisors in querying internal documentation. Achieved sub-6s response time and enhanced advisor efficiency.
Book Rating Estimator
• Created a Random Forest regression model to estimate book ratings with 0.21 MAE, and deployed via Flask.
Sales Enablement Dashboard
• Designed Tableau dashboards used by sales teams, cutting manual prep time from ~5 hours to 42 minutes. Enabled real-time visibility into competitors' insights.
Promotion Prediction Model
• Built a Decision Tree classifier to predict employee promotions with 89% accuracy, using SMOTE and cross-validation.
Data Discrepancy Automation
• Designed validation workflows to identify and resolve data inconsistencies across 7 distributed systems, reducing reporting discrepancies by 67.6%.
Organizer – Turks in Finance
• Host quarterly networking lunches for Turkish professionals in finance and tech, fostering connection, culture, and community within Toronto’s industry circles.
Workplace Culture Leadership
• Organize recurring social events to boost team collaboration, including seasonal celebrations.
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• Hosted the 2024 mid-year town hall, facilitating cross-team engagement and visibility.
Volunteer Photographer
• Captured event moments to support fundraising and visibility efforts for WWF-Canada’s environmental initiatives on CN Tower Climb 2024.