4 6 years handson in computer vision with Python (PyTorch/TensorFlow), including detection/segmentation/ classification for scientific or industrial imagingProven ability to productionize models: Git/GitLab, code reviews, CICD basics, experiment tracking (MLFlow or equivalent), reproducible data/experiments, and clear documentationExperience with microscopy image processing, multipage TIFFs, zstacks, autoscale/normalization, and image quality challengesFamiliarity with hyperspectral or multispec