Collective Knowledge (CK, CM, CM4MLOps and CMX) is an educational project to learn how to run AI, ML and other emerging workloads in the most efficient and cost-effective way across diverse models, data sets, software and hardware.

A NetworkX implementation of Label Propagation from a "Near Linear Time Algorithm to Detect Community Structures in Large-Scale Networks" (Physical Review E 2008).

[NeurIPS 2019] Code for the paper "Learning to Control Self-Assembling Morphologies: A Study of Generalization via Modularity"

Python script for command line control of HomeBridge (HomeKit)

The official repository for our paper "Are Neural Nets Modular? Inspecting Functional Modularity Through Differentiable Weight Masks". We develop a method for analyzing emerging functional modularity in neural networks based on differentiable weight masks and use it to point out important issues in current-day neural networks.

Searchable Code Snippets/Functions/Classes

Implementation of the colony specification for python

A 🖥 Desktop GUI for 🤖Face Recognition Based 🙋🏻‍♂️Attendance Management System

Python Voice-Chatbot with offline voice recognition.

[ICML 2023 Oral] Official environments and implementations for "Subequivariant Graph Reinforcement Learning in 3D Environments"

Pruning tool to identify small subsets of network partitions that are significant from the perspective of stochastic block model inference. This method works for single-layer and multi-layer networks, as well as for restricting focus to a fixed number of communities when desired.

A simple, modular Discord bot from scratch

A template for a Python monorepo 🐍

An interpretability library for pytorch

A Python implementation of improved Label Propagation Algorithm.

A module manager for your OctoBot !

Meta test family (MTF) is a tool to test components of a modular Fedora:

An abstract implementation of the registry design pattern proposed in (Hartog et. al., 2023). Provides a factory for registries that dynamically organize modular functionalities.

Hardware Robot Operating System (H-ROS) command line interface

Generic modular configuration file manager