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Overview

Bianor Bianor

Bianor is an interactive app for exploring and contextualizing high-dimensional data via Self-Organizing Map (SOM) representations.

Architecture at a Glance

Bianor integrates with Databricks: data in Unity Catalog, models in MLflow. A fully local workflow is also available when you do not need a Databricks connection.

flowchart TD
    subgraph DBR ["Data & ML Workspace"]
        direction LR
        Data["High-Dimensional Data"] --> Train["Train <code>SomRepresentation</code>"]
        Train --> Register["Register Representation Model in MLflow"]
    end

    subgraph BIANOR ["Bianor Application"]
        direction LR
        Explore["Explore Data Relationships<br/>in 2D Visual Contexts"]
    end

    Register ==>|"Link to Bianor"| Explore

    style DBR fill:#ff362108,stroke:#FF3621,stroke-width:2px,stroke-dasharray: 4 2
    style BIANOR fill:#4f46e508,stroke:#6366f1,stroke-width:2px,stroke-dasharray: 4 2

    classDef databricks fill:#ff362115,stroke:#FF3621,stroke-width:1.5px;
    classDef bianor fill:#4f46e515,stroke:#6366f1,stroke-width:1.5px;

    class Data,Train,Register databricks;
    class Explore bianor;

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