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Hi, I'm Assa !

Deep Learning Systems for Biomedical Imaging
Bioimage Software Engineer @ Institut Cochin · CNRS · France BioImaging (2024–2026)
MSc Bioinformatics @ Université Paris Cité
Paris, France


profile = {
    "role": "Bioimage Software Engineer · ML Systems · Computer Vision",
    "focus": ["Computer Vision", "ML Integration","3D Image Analysis", "Biomedical Imaging"],
    "status": "Seeking CDI · Bioimage / Computer Vision / Software Enginner · Paris · Sept. 2026",
}

I build software systems for biomedical image analysis, enabling large-scale processing and interactive visualization of 3D biological data used daily by researchers on a national imaging infrastructure.

My work sits at the intersection of software engineering and bioimaging, where I integrate computer vision and machine learning methods into production systems rather than standalone research prototypes.

My edge: I write production code and understand the biology behind the data.


Stack

Deep Learning & Computer Vision
PyTorch TensorFlow Keras OpenCV Python C++ C Java CUDA

Scientific Imaging & Bioimage Analysis
Cellpose · StarDist · Ilastik · Huygens · QuPath · ImageJ/Fiji · Bio-Formats · DICOM · OME-TIFF · OME-ZARR

Bioinformatics · Single-Cell · Multi-Omics
R Conda
BioPython · Scanpy · AnnData · Seurat · DESeq2 · limma · Bioconductor · ComplexHeatmap · fgsea · MODELLER
scRNA-seq · spatial transcriptomics · multi-omics · Matplotlib · Plotly · ggplot2

Software Engineering & Infrastructure
MySQL Docker GitLab Linux Bash FastAPI


🔬 Featured Projects

Deep learning pipeline for mammography screening on DICOM data.
Multi-model ensemble (EfficientNet, ConvNext) · medical windowing · class imbalance strategies
PyTorch · pydicom · scikit-image

Protein structure recognition via sequence-structure alignment using double dynamic programming.
Modular architecture (9 core modules) · orchestration pipeline · tested
Python · BioPython

Molecular energy minimization via steepest descent — analytical & numerical gradient approaches.
3D structure visualization · VMD trajectory generation · PDB parsing
Python · NumPy · Matplotlib


📬 Let's get in touch

Always happy to connect, exchange ideas, or just talk science and code.

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