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Polus AI Examples

This repository contains examples that run in Notebooks Hub. The examples are organized into two broad categories: Tutorials and Prototypes.

Tutorials

Tutorials demonstrate the capabilities of different libraries (i.e. GPU libraries) and application types (i.e. Voila, Streamlit, R Shiny, etc.) through toy examples. The tutorials are organized into the following subdirectories:

Collection Description
CuPy CuPy example notebooks
dataviz Data visualization examples
FastAI FastAI example notebooks
JAX JAX example notebooks
Numba Numba example notebooks
Pytorch Pytorch example notebooks
Tensorflow Tensorflow example notebooks
polyglot Examples demonstrating polyglot capabilities of Polus Notebook
shiny R Shiny examples
streamlit Streamlit examples
dash Dash examples

Prototypes

Prototypes are larger scale real world projects built by Polus Team.

Subdirectory Description
aics-classic-seg-notebooks AICS Classic Segmentation
biogpt BioGPT: Generative pre-trained transformer for biomedical text generation and mining
pipelines Eastman analysis and visualization pipelines
polus-csv-viewer-prototype CSV Viewer
polus-image-collection-preview-prototype Image Collection Preview
polus-neuroglancer-viewer-prototype Neuroglancer Viewer
polus-flatfield-comparison-streamlit Flat-Field Correction Comparison
polus-stroke-predictor Stroke predictor using Random Forest