{"id":28712457,"url":"https://github.com/polusai/examples","last_synced_at":"2026-01-20T17:05:32.897Z","repository":{"id":85016544,"uuid":"505953729","full_name":"PolusAI/examples","owner":"PolusAI","description":null,"archived":false,"fork":false,"pushed_at":"2024-01-11T19:25:27.000Z","size":6295,"stargazers_count":0,"open_issues_count":5,"forks_count":9,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-06-14T23:05:56.221Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/PolusAI.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2022-06-21T18:06:53.000Z","updated_at":"2023-01-06T21:07:37.000Z","dependencies_parsed_at":"2024-01-11T23:21:18.682Z","dependency_job_id":"a4bba524-6b65-4359-9573-dd479c1d38f8","html_url":"https://github.com/PolusAI/examples","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/PolusAI/examples","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PolusAI%2Fexamples","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PolusAI%2Fexamples/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PolusAI%2Fexamples/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PolusAI%2Fexamples/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/PolusAI","download_url":"https://codeload.github.com/PolusAI/examples/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/PolusAI%2Fexamples/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28607624,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-20T16:10:39.856Z","status":"ssl_error","status_checked_at":"2026-01-20T16:10:39.493Z","response_time":117,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-06-14T23:05:55.067Z","updated_at":"2026-01-20T17:05:32.860Z","avatar_url":"https://github.com/PolusAI.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Polus AI Examples\n\nThis repository contains examples that run in Notebooks Hub. The examples are organized into two broad categories: Tutorials and Prototypes.\n\n## Tutorials\n\nTutorials 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:\n\n| Collection   | Description                                                    |\n|--------------|----------------------------------------------------------------|\n| `CuPy`       | CuPy example notebooks                                         |\n| `dataviz`    | Data visualization examples                                    |\n| `FastAI`     | FastAI example notebooks                                       |\n| `JAX`        | JAX example notebooks                                          |\n| `Numba`      | Numba example notebooks                                        |\n| `Pytorch`    | Pytorch example notebooks                                      |\n| `Tensorflow` | Tensorflow example notebooks                                   |\n| `polyglot`   | Examples demonstrating polyglot capabilities of Polus Notebook |\n| `shiny`      | R Shiny examples                                               |\n| `streamlit`  | Streamlit examples                                             |\n| `dash `      | Dash examples                                                  |\n\n## Prototypes\n\nPrototypes are larger scale real world projects built by Polus Team.\n\n| Subdirectory                               | Description                                                                          |\n|--------------------------------------------|--------------------------------------------------------------------------------------|\n| `aics-classic-seg-notebooks`               | AICS Classic Segmentation                                                            |\n| `biogpt`                                   | BioGPT: Generative pre-trained transformer for biomedical text generation and mining |\n| `pipelines`                                | Eastman analysis and visualization pipelines                                         |\n| `polus-csv-viewer-prototype`               | CSV Viewer                                                                           |\n| `polus-image-collection-preview-prototype` | Image Collection Preview                                                             |\n| `polus-neuroglancer-viewer-prototype`      | Neuroglancer Viewer                                                                  |\n| `polus-flatfield-comparison-streamlit`     | Flat-Field Correction Comparison                                                     |\n| `polus-stroke-predictor`                   | Stroke predictor using Random Forest                                                 |","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpolusai%2Fexamples","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpolusai%2Fexamples","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpolusai%2Fexamples/lists"}