About me

I'm a software engineer working at SickKids hospital in Toronto. I work with Machine Learning and Deep Learning models in Python and R. Particularly, I work on analyzing brain signals captured with MEG and converting command-line programs into user-friendly web-apps.

I have recently graduated with a Master of Applied Science (research-based) in Biomedical Engineering from Ryerson University. My research focus was on medical image analysis using a mix of computer vision and deep learning approaches. The title of my thesis was Optical Flow-Based Image Registration in FLAIR MRI.

picture of sergiu

Skills

    Frameworks

  • Python
  • Tensorflow
  • Keras
  • Scikit-Learn
  • Django
  • R
  • Shiny
  • Docker
  • MATLAB
  • Javascript
  • HTML
  • CSS
  • Git
  • Android
  • Java
  • C++
  • LaTeX

Data Analysis

  • Classification
  • Segmentation
  • GAN
  • SVM
  • Random Forest
  • Registration
  • Signal Processing
  • Active Contour
  • FFT
  • Image Processing

Projects

screen shot of the ML webapp

Machine Learning Webapp

Machine Learning webapp using R as the backend and Shiny as the front end.

  • Paper Available Soon!
screenshot showing the optical flow registration witha fixed moving and final registered image

Optical Flow Image Registration

Unsupervised medical image registration using CNN-generated optical flow.

  • Code Available Soon!

Reconstructive Surgical Assistant

A Project Tango Android application for post-op symmetry measurements.

More to come...

Resume