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Samuel Renaud

I'm a physics graduate student who loves coding and learning new things. So far, I've had the opportunity to work on several projects.

  • Designing drugs with AI
  • Determining aerodynamics and performing flight simulations of the largest student built liquid-fueled rocket
  • Predict bicycle traffic in Montreal
  • Built stock pattern analysing AI models

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LATENT SPACES FOR ANTIMICROBIAL PEPTIDE DESIGN

https://github.com/samuel-renaud/latent-spaces-amps
RCS digital discovery 2022
DOI: 10.1039/D2DD00091A
Developed deep learning models including VAE,Transformer and GAN based architectures for denovo antimicrobial drug design and deep learning model interpretability.

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VAE's For Stock Chart Pattern Recognition

https://github.com/samuel-renaud/stock_pattern_AI
Learning stock patterns from candlestick charts using CNN’s and self-supervised feature learning.

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Protein Structure Prediction with Convolutional VAE's

https://github.com/samuel-renaud/AMP_struct_ai
A research project investigating deep learning for protein structure prediction using CNN's and VAE's.

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Montreal Cyclist Traffic Prediction with Deep Learning

https://github.com/samuel-renaud/comp6321-AI-Bike-Counter
A research project comparing deep learning and classic machine learning approaches for Montreal cyclist traffic prediction.

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Safety Analysis for Sub-Orbital Rocket Launches From Churchill Manitoba

https://iafastro.directory/iac/paper/id/72654/summary
Presented at the international Astronautical Congress, Paris 2022.
Analysis of flight safety and expected casualty calculation from the launch of the StarSailor sub-orbital rocket from a hypothetical launch site near the town of Churchil, Manitoba.