Experience

Edge Case Research

• United States
• Information Technology & Services
• 1 - 100 Employee

• Technical Development Lead

  • Jun 2023 - Present

• ML Software Engineer II

  • Jan 2023 - Jun 2023

• ML Software Engineer

  • Jun 2020 - Dec 2022

  Edge Case Research’s mission is to ensure that everyone stepping into a self-driving car gets a safe ride and that every autonomous vehicle traveling through our neighborhoods is built safely from the ground up.



TerraLoupe

• Germany
• IT Services and IT Consulting
• 1 - 100 Employee

• Machine Learning Engineer

  • May 2020 - Jun 2020

  - Led a team to successfully develop and deliver MLOps solution for deep learning models- Played a role in the technology transfer as TerraLoupe GmbH exited via an asset deal with Edge Case Research Inc

• Master Thesis Student

  • Sep 2019 - Apr 2020

  Domain: Deep Learning - Information Retrieval - Active LearningTopic: Large-Scale Similar Aerial Image Retrieval SystemThe primary goal of this project was to enhance the performance of deep-learning models by implementing an active learning framework for reducing data requirements and eliminating noise from labels, resulting in more efficient models.- Expertise in designing and implementing feature selection and extraction algorithms for large-scale aerial image retrieval systems based on semantic segmentation models.- Developed a query selection algorithm that leverages model uncertainty to achieve image retrieval similar to the edge case scenario.- Designed and implemented a noisy label detection algorithm, incorporating active learning framework based on image similarity search.- The active learning framework resulted in a significant improvement in the performance of the segmentation models compared to the regular training workflow. Show less

• Machine Learning Engineer - Intern

  • Mar 2019 - Aug 2019

  - Utilized state-of-the-art neural network architectures for aerial imagery road and lane semantic segmentation in autonomous driving applications.- Designed and developed automated algorithms for creating high-definition road maps on aerial imagery.