We utilize transfer learning on the ADNI dataset, reduced in sample size by entropy selection to acheive state-of-the-art performance …

A generalized focal loss function based on the Tversky index to address the issue of data imbalance in medical image segmentation.

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Assistant Lecturer, FinTech Bootcamp (Present)

University of Toronto School of Continuing Education

  • Python, SQL, machine learning, deep learning, AWS, Solidity

Teaching Assistant, Ryerson University (2018-2019)

Department of Electrical, Computer and Biomedical Engineering (ECBE)

  • ELE202 - Electric Circuit Analysis (Winter 2018, 2019)
    • Lab bench
  • BME802 - Human Computer Interaction (Winter 2018)
    • MATLAB
  • ELE532 - Signals and Systems 1 (Fall 2017)
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Teaching Assistant, Ryerson University

Masters of Digital Media (MDM)

  • DG8002 - Digital Media Environments (Fall 2018)
    • HTML, CSS, JavaScript, Python


  • Toronto, ON