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mateuszzwierzycki/Owl

This system is a machine learning and data processing framework, primarily designed as a plugin for the Grasshopper visual programming environment. It provides components for constructing, training, and visualizing neural networks, as well as implementing reinforcement learning algorithms like Q-Learning. The codebase also supports image processing, clustering, and MQTT-based data exchange, all built upon the Accord.NET library.

47.9

Weak · 3 August 2026

466

lines of production code

VB.NET

primary language

1

bus factor · 4 authors in all

3

measurements over time

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How it got here

2017 · Grasshopper integration and structural refactoring

This period focused on integrating the Owl machine learning library with the Grasshopper environment, introducing new data types and component structures for seamless workflow integration. Simultaneously, the codebase underwent significant structural changes, including the creation of the Owl.ParamSetup project and the reorganization of the Owl.Learning module. These efforts were supported by updated dependencies and the addition of core repository infrastructure.

9 changes

2018–2022 · Machine learning and neural network integration

This period focused on expanding the library's machine learning capabilities, introducing a complete Q-Learning implementation and a new neural network architecture with backpropagation support. The work also extended the Grasshopper interface to include supervised, unsupervised, and reinforcement learning components, alongside new utilities for video processing and MQTT connectivity.

7 changes

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About this page

  • The description of this project is derived from its own commit history, not from its README.
  • The score is its highest published measurement, taken on 3 August 2026 at a pinned commit. It is not a live figure and does not change until the project is measured again.
  • Measured at commit d86de4ce3f — the exact code this score is about.
  • Scored under rubric rubric-2026.08.18. Score the same commit under that rubric and you get the same number.
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