Code Repositories

Open-source implementations, research code, and tools for the machine learning community

DermGemma

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A multi-agent, multimodal RAG, AI dermatological assistant.

Bioinformatics RAG

BRCA Integrated Gradients

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A model to predict histological, vital, and receptor status by concatenating 1,936 multi-omics features per patient node.

Bioinformatics PyTorch

scAnalyzer

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A Python toolkit for single-cell RNA sequencing (scRNA-seq) analysis.

Bioinformatics

FASTQ k-merization

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FASTQ k-merization

Bioinformatics

RNA Sequence Data Normalization

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RNA sequence data normalization.

R Bioinformatics

Exon Junction Analyzer

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Exon Junction Analyzer.

PyTorch Bioinformatics bioconda HISHAT2 STAR SAMtools SRA Toolkit

Single cell RNA sequencing

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Single cell RNA sequencing using GenePT.

PyTorch Bioinformatics

KEGG Pathway Enrichment Analysis

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KEGG Pathway Enrichment Analysis using R and clusterProfiler.

R clusterProfiler Bioinformatics

Histopathologic CapsuleNet

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Histopathologic CapsuleNet for cancer classification.

PyTorch Bioinformatics

Genetic Algorithm Mona Lisa

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This Python script implements a genetic algorithm that recreates a target image (the Mona Lisa) by iteratively evolving a population of 500 semi-transparent circles through processes of selection, crossover, and mutation to minimize the visual difference between the generated art and the original.

PyTorch Bioinformatics

BRCA-multi-omics

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This Jupyter Notebook implements a graph neural network (GNN) pipeline for binary survival classification (alive vs. deceased) using multi-omics breast cancer data.

TensorFlow Medical AI

NeoProtein-GPT

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Design novel protein sequences with unique binding sites using GPT-2.

PyTorch Medical AI Transformers

MAIRA 2

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A Gradio app for Microsoft's SOTA grounded radiology report generation model.

Visualization Medical AI Python

SmolGRPO-135M

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Fine tuned SmolLM-135M-Instruct using Group Relative Policy Optimization (with and without Flash Attenton). Made a Gradio Space for the model.

LLMs GRPO Python

Llama 2 Instruction Tuning

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Fine tuned Llama 2 on a custom product review sentiment dataset with instructions.

LLMs Instruction Tuning Python

TotalSegmentator

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A Gradio app for TotalSegmentator.

Visualization Medical AI Python

SegDICOM

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A DICOM annotation tool for 3D segmentation.

Medical AI Python Visualization

Speech Emotion Classification

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Speech emotion classification with multi-head self-attention.

Audio classification Python Multi-head self-attention

SigLIP 2 Zero-shot Classification

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A Gradio app for SigLIP 2 Zero-shot image classification.

Python