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Arezou Pakzad

Arezou Pakzad

Data Science - ML Engineer
Burnaby, Metro Vancouver Regional District

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About Arezou Pakzad:

I'm currently a graduate student at Simon Fraser University, working on Computer Vision, Deep Learning and Medical Image Analysis. 

Experience

Graduate Research Assistant | MIAL, Simon Fraser University: Sep. 2021 – present
• Supervised by Prof. Ghassan Hamarneh
• Working on skin type fairness in medical image analysis and mitigating bias in skin lesion diagnosis
• Domain-invariant representation learning solution resulted in a paper published in ECCVW 2022
• Collaborated to develop a scalable dataset of annotated synthetic dermatology images, which resulted in a submitted paper

Teaching Assistant | Simon Fraser University, Sharif University of Technology: Sep. 2018 – present
• CMPT 105, CMPT 128 (SFU), Algorithm Design, Systems Analysis and Design, Data Structures, Intro. to Bioinformatics, Linear Algebra (SUT)


Undergraduate Research Assistant | Sharif University of Technology
• Supervised by Prof. MohammadHossein Rohban and Prof. Hamid Rabiee
• Developed a deep learning model to improve the SoTA performance on DSB 2018 cell segmentation
• Analyzed adversarial training methods for cell segmentation in microscopy images


Artificial Intelligence Intern | Quera - Iranian Developers Association
• Improved the artificial intelligence and machine learning online course and tutorials on Quera by adding more content and making the current content more well-explained


Software Developer | SoftNet Lab, Sharif University of Technology: Jun. 2018 – Sep. 2018
• Supervised by Prof. Babak Khalaj, in collaboration with Hamrah Avval - Iran’s largest mobile operator company
• Developed a ball-tracking system for the goalkeeper robot by video processing, using OpenCV library in Python
• Exhibited in Iran Telecom 2018 - The International Exhibition of Telecommunications, Information Technology, and
Innovative ICT Solutions - an audience of about 40,000 trade visitors and more than 300 exhibitors

 

Education

Simon Fraser University (SFU)
M.Sc. in Computing Science, GPA: 4.22/4.33
• Thesis: Bias Mitigation in Deep Learning-based Image Classification


Sharif University of Technology (SUT)
B.Sc. in Computer Engineering, GPA: 19.04/20 (Ranked 11th among 111)
• Thesis: Evaluation of Adversarial Training for Deep Learning-based Cell Segmentation on Microscopy Images

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