Projects

Educational Resources

PATOQ book cover combining Persian heritage with bioinformatics and machine learning

PATOQ Book

A comprehensive Quarto-based online HTML book for the PATOQ project, providing curated resources for learning Bioinformatics, Data Science, and Machine Learning.

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Apps

CellRank 2 Learning Lab branching trajectory graphic

CellRank 2 Learning Lab

An interactive educational app for learning how CellRank 2 turns neighborhood graphs into directional transitions, macrostates, and fate probabilities. The lab combines a high-contrast 3D explorer, kernel intuition and formulas, Python input maps, slides, papers, notes, and runnable notebooks.

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Hackathons

Embedding Mafia graphic for the CM4AI CodeFest 2025 project

CM4AI CodeFest 2025

Team project from the 2025 CM4AI Hackathon at UAB focused on alternative image-embedding workflows for immunofluorescence data. The work explored cell segmentation, per-cell cropping and preprocessing, and SubCell-based inference to generate embeddings, attention maps, and class probabilities for downstream comparison with the CM4AI pipeline.

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Robotics

OpenSpotScope ELISPOT plate reader with annotated hardware components

ELISPOT Plate Reader Robot

An ongoing personal project developing a 3D-printed plate reader for ELISPOT assays with a vision language model (VLM) counter. The project is planned to be published open source and made available online in the future.

Status: In progress
Availability: Private now; planned open source release