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PhD at The University of Toronto & Vector Institute
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Assessing your cultural and operational fit
Vector Institute
Data Scientist
June 27, 2026 – Present
llms-for-greenwashing-analysis
March 23, 2026 – Present
llms-for-greenwashing-analysis — GitHub repository
View Projectsaint
March 10, 2025 – May 24, 2025
a training-free approach to accelerate ViTs and VLMs by pruning redundant tokens based on similarity
View ProjectOptimization-In-Data-Science
June 22, 2020 – June 23, 2020
Optimization-In-Data-Science — GitHub repository
View ProjectData-Intensive-Distributed-Computing
June 9, 2020 – June 16, 2020
Big data processing frameworks (Spark, Hadoop), programming in Java and Scala, and numerous practical and well-known algorithms
View Projectnumerical-computation-of-algebraic-functions-with-GUI
January 5, 2020 – January 5, 2020
numerical-computation-of-algebraic-functions-with-GUI — GitHub repository
View ProjectObject-Oriented-Design-Project
January 5, 2020 – January 21, 2022
Object-Oriented-Design-Project — GitHub repository
View ProjectSystem-Analysis-and-Design-project
January 5, 2020 – January 5, 2020
System-Analysis-and-Design-project — GitHub repository
View ProjectCultural Fit Analysis
The candidate's project portfolio shows a strong inclination towards research-oriented and academic projects, which might align well with organizations fostering innovation and deep technical exploration. However, the lack of team-based or industry-specific projects makes it difficult to fully assess cultural fit in a collaborative, product-driven environment. The candidate's experience level (0) and current role as 'Data Scientist' at Vector Institute (with a future start date) suggest a very early career stage, which might require significant mentorship and integration into a team culture.
Soft Skills & Operational Fit
Insufficient data to assess soft skills and operational fit. The candidate's experience level is listed as 0, and there are no completed psychometric or English tests to provide insights into work attitude, stress handling, team collaboration, or communication clarity.