Zhe Fan
Student in Computer Science and Neuroscience
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About
I am a computer science and neuroscience student currently engaged with bio-computational research projects at McGill University. My primary interests are in Software Design and Applied Machine Learning (Vision and NLP).
Experience
Experience
Undergraduate Research Student | Lab for Natural and Simulated Cognition @ McGill University
May 2021 - August 2022 | Montreal, Canada | Undergraduate Research Course Project
- Integrated the You Only Look Once (YOLO) algorithm with the Neural Probabilistic Learning and Sampling (NPLS) algorithm to simulate probability understanding in developing children after viewing images containing different proportions of colored marbles.
- Performed correlational analysis and revealed significant correlations (p < 0.05) between the performance of the simulated model and actual performance in children.
May 2020 - August 2021 | Montreal, Canada | National Science and Engineering Research Council Award Awardee
- Implemented software to identify filamentous proteins on micrographs using Random Sample Consensus (RANSAC), DBSCAN/Optics clustering algorithms, and Convolutional Neural Networks (CNN).
- Used the software to help create 3D-reconstructions of proteins of up to 4.6 angstroms resolution, comparable to academic standards, and eliminated the need to label all micrographs manually.
- Implemented image cross-detecting methods using KD-trees and skeletonization to detect crosses of filamentous proteins on a 2D image plane.
- Created intuitive Graphical User Interfaces for the software with Tkinter and PySimpleGui.
- Co-authored in journal submission (Nature Communications).
Education
Bachelor of Science, Computer Science, Second Degree Program | McGill University
Sept 2022 - April 2024 (Expected Graduation)
cumulative GPA: 4.00/4.00
Bachelor of Science, Neuroscience, Concentration in Neural Computation | McGill University
Sept 2018 - April 2022
cumulative GPA: 4.00/4.00
Awards: National Science and Engineering Research Council Undergraduate Research Awards (2021), Science Undergraduate Research Award (2020), Anna and Robert Skoromoski Award in Science, Deans’ Honour List
Coursework: Software Design, Web Development, Database Systems, Data Structures & Algorithms, Theory of Computation, Programming Languages and Paradigms, Machine Learning, Natural Language Processing, Computational Neuroscience, Computer Systems, Computational Linguistics, Human Computation/Citizen Science
Activities: McGill NeuroTech AI Team (2022), Vice-President of Finance @ Neuroscience Undergrads of McGill (Sept 2021 - Apr 2022), Vice-President of IT @ Student Research Initiative (Oct 2019 - Apr 2022)
