Streamlit Examples on Notebooks Hub ----------------------------------- Notebooks Hub features various Streamlit apps showcasing a broad range of applicability. Current examples include: - AI chat bots that help answer academic questions and provide citations for suggested text - A python code-generator for spreadsheet editing and graphing - Imaging tools - Neural network models - Educational teaching demos - Platform for exploratory data analysis. Example: Polus Flatfield Comparison ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The **Polus Flatfield Comparison** app allows users to compare raw and flat-field corrected (FFC) images interactively. FFC is a digital technique that renders even illumination across an image to mitigate inconsistent brightness due to imperfections in the workspace and equipment, including specks of dust. .. figure:: ../../img/streamlit/streamlit-polus-ffc.png :alt: A screenshot of the Streamlit Polus FFC App A screenshot of the Streamlit Polus FFC App The app enables users to select a pair of images that are then displayed side-by-side using a Streamlit Image Comparison module. An adjustible slider provides the interactive component and enhances the user’s ability to visualize differences. The sample image dataset was provided by the Polus AI team @ Axle Informatics. .. figure:: ../../img/streamlit/streamlit-polus-ffc.gif :alt: A gif showing interactive slider in FFC app A gif showing interactive slider in FFC app Example: Polus Datasheet ~~~~~~~~~~~~~~~~~~~~~~~~ The **Polus Datasheet** app integrates `Mito `__, an open-source data science tool that helps users easily edit spreadsheets, generate graphs, and render python code. .. figure:: ../../img/streamlit/streamlit-polus-datasheet-blank.png :alt: A screenshot of the Streamlit Polus Datasheet App A screenshot of the Streamlit Polus Datasheet App .. figure:: ../../img/streamlit/streamlit-polus-datasheet-data.png :alt: A screenshot of the Streamlit Polus Datasheet App A screenshot of the Streamlit Polus Datasheet App .. figure:: ../../img/streamlit/streamlit-polus-datasheet-chart.png :alt: A screenshot of the Streamlit Polus Datasheet App A screenshot of the Streamlit Polus Datasheet App Example: Polus Ask Athena ~~~~~~~~~~~~~~~~~~~~~~~~~ PolusAI created a set of AI chat bots named **Athena**, or AIthena, to help provide users with literature references from select databases to help answer questions and provide citations. AIthena is not to be used to answer general questions, as a sole source of truth, or as a companion for hypothesis generation due to intentional restrictions placed on limiting its knowledge base to primary publications and preprints. .. figure:: ../../img/streamlit/streamlit-ask-athena.png :alt: A screenshot of the Streamlit Ask Athena App A screenshot of the Streamlit Ask Athena App .. figure:: ../../img/streamlit/streamlit-advisor-athena.png :alt: A screenshot of the Streamlit Advisor Athena App A screenshot of the Streamlit Advisor Athena App Example: Neural Networks Using Streamlit ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The **Neural Network Example** a teaching demo to show an example of the deep learning process using Tensorflow. See original project `here `__.