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Capturing cell heterogeneity in representations of cell populations for image-based profiling using contrastive learning

Project description

CytoSummaryNet

A PyTorch-based deep learning library for learning an optimal way to aggregate single-cell features into population-level profiles.

Installation

pip install cytosummarynet

Quick Start

To try out CytoSummaryNet with sample data:

  1. Generate sample data:
python examples/generate_sample_data.py
  1. Run the example pipeline:
python examples/example_pipeline.py

This will create a sample dataset and train a model using the default parameters.

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