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CedricCaruzzo/README.md

LinkedIn

Hey, I’m Cédric 👋 — currently building foundation models and multimodal systems at Lunit to help rewire how we diagnose and treat cancer.
My day-to-day is a mix of deep computer vision, large-scale training, and occasionally convincing GPUs to behave.


🧠 What I Work On

  • Foundation Models for Oncology — training large-scale vision models on digital histopathology to find new biomarkers and improve diagnosis.
  • Multimodal AI for Cancer Research — integrating histopathology with other modalities (the fun ones are still under wraps 🤫) for a full-spectrum view of cancer.
  • Computer Vision at Scale — from microscopes to gigapixel slides, making sense of the tiny details that matter.

🎯 My Mission

To make AI that’s robust, interpretable, and useful enough to actually change clinical practice — starting with cancer.
If it needs to reason across images, text, chemistry, and biology, I’m probably interested.


🚀 Some Things I’ve Built

Project What It’s About
Foundation Model for Cell Painting Large-scale vision model learning rich, generalizable features from cell morphology images.
Multimodal Phenotype–Compound Translation Bidirectional model translating between cell painting phenotypes and compound SMILES.
Educatif PanNuke Segmentation Educational CV project on semantic segmentation, implementing U-Net & U-Net++ from scratch in PyTorch.
Neural Style Transfer Reimplementation of the classic algorithm — because sometimes you do just want Van Gogh to paint your cat.

📬 Reach Me

Best place to find me is on LinkedIn.

Pinned Loading

  1. Racial-Bias-Removal-for-Face-Age-Progression Racial-Bias-Removal-for-Face-Age-Progression Public

    This project introduces a method to mitigate demographic bias in generative face aging models. We adapt the StyleGAN-based SAM model by adding a race-consistency loss, enforced by the DeepFace clas…

    Python

  2. pannuke-segmentation pannuke-segmentation Public

    An open-source UNet-based pipeline for nuclei segmentation in histopathology images using the PanNuke dataset. It features an interactive web app for easy data visualization and handling, making AI…

    Python 8 5

  3. Neural-Style-Transfer Neural-Style-Transfer Public

    Implementation of Neural Style Transfer based on the original paper by Gatys et al., with adaptations from Deep Learning with Python by François Chollet. This notebook allows you to experiment with…

    Jupyter Notebook 3 1

  4. minimal-word-embeddings minimal-word-embeddings Public

    An educational project building Word2Vec from scratch in PyTorch to demystify how machines can learn semantic meaning from raw text.

    Python