Experience

ML Engineer (Master Thesis) — Volvo Car Body Components (VCBC), Sweden

Sept 2024

Built a deep learning-based computer vision model for defect detection.
Improved model accuracy through preprocessing and optimization.
Collaborated with engineers to integrate the model into production workflow.

Brain Tumor Segmentation — Medical Imaging (UNet, PyTorch)

Personal Project

Developed a UNet-based deep learning model to segment brain tumors from MRI scans.
Built a Streamlit app where users can upload MRI images and view real-time tumor predictions.
Implemented preprocessing, augmentation, and evaluation pipelines (Dice, IoU).
Analyzed failure cases and iteratively improved segmentation accuracy.
summary: “I built a model that detects tumor regions in MRI scans and shows the results as clear overlays.”

Ask about my work

Hi! Ask me about Bincy's skills, projects, or experience.