Certificates / Awards

• Investigated bias in pre-trained language and
image datasets due to bias in train sets

• Developed awareness of disadvantaged groups
impacted by biased AI models

• Studied techniques to mitigate bias in computer
vision, including data augmentation and cost
function constraint terms

• Completed capstone project on identifying and
mitigating bias in healthcare data. Presented
findings to Vector Institute and IRAP staff

• Awarded for a sessional GPA of at least 3.5

• Achieved in Fall 2019, Winter 2020

• Math contest for senior-level high school students

• Scored in the top 25% of participants

• Regional fencing tournament for U-15 athletes

• Placed first