Machine Learning Scientist mit langjährige Erfahrung in Bildverarbeitung, Computer Vision und Bildgebenden Verfahren

10/2023 – 12/2023

• Independent contractor working on CT image processing for MyMako.
• Translated image processing code from Python to C++.
• Developed unit testing suite for image processing code using CTest.
• Packaged and deployed C++ application into a Docker container for further integration testing.
Used: C++, CTest, CMake

Bildverarbeitung, C++, Computertomographie (CT)

11/2021 – 10/2023

• Led a team of three engineers on a Generative AI project to generate CT scans using diffusion models.
• Developed transformer based methods for detection and segmentation of lung tumours.
• Using graph neural networks for analysis of gigapixel histopathology images.
• Built data pipelines to quality check radiological data and reduce disk based operations and storage by 30%.
• Led interactions with clinical, technical and executive stakeholders.
• Read and summarised research papers on medical imaging and AI to
encourage discussion and indemnify areas for growth.
• Designed and planning studies to assess the clinical and technical performance of our developed methods.
• Prepared and submitting scientific articles and conference contributions.
• Delivered presentations about deep learning and our work at both internal and external venues.
• Hired, onboarded, and mentored of multiple junior engineers and non-technical employees.

Bildverarbeitung, CUDA, Faltendes Neuronales Netzwerk (CNN), Maschinelles Lernen, PyTorch, Transformer, Projektmanagement (IT), Python, Technische Projektleitung / Teamleitung, Computertomographie (CT)

6/2021 – 11/2021

• Achieved 6dB improvement in signal quality of low-dose PET scans using deep CNNs.
• Achieved 80% tumour segmentation accuracy in head/neck PET-CT images.
• Delivered presentations on novel neural network frameworks to internal team members.

Forschung & Entwicklung (allg.), Bildverarbeitung, Faltendes Neuronales Netzwerk (CNN), PyTorch, Python, Computertomographie (CT)