Top 23 Clustering Open-Source Projects

• pycaret

  5 8,406 9.4 Jupyter Notebook

  An open-source, low-code machine learning library in Python

  

• Smile

  9 5,924 9.8 Java

  Statistical Machine Intelligence & Learning Engine

Project mention: The Current State of Clojure's Machine Learning Ecosystem | news.ycombinator.com | 2024-04-07

> I don't think it's right to recommend that new users move away from the package because of licensing issues

I was going to chime in to agree but then I saw how this was done - a completely innocuous looking commit:

https://github.com/haifengl/smile/commit/6f22097b233a3436519...

And literally no mention in the release notes:

https://github.com/haifengl/smile/releases/tag/v3.0.0

I think if you are going to change license especially in a way that makes it less permissive you need to be super open and clear about both the fact you are doing it and your reasons for that. This is done so silently as to look like it is intentionally trying to mislead and trick people.

So maybe I wouldn't say to move away because of the specific license, but it's legitimate to avoid something when it's so clearly driven by a single entity and that entity acts in a way that isn't trustworthy.

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• protoactor-go

  18 4,877 9.3 Go

  Proto Actor - Ultra fast distributed actors for Go, C# and Java/Kotlin

  

Project mention: Is there a programming language that will blow my mind? | /r/ProgrammingLanguages | 2023-06-01

https://github.com/asynkron/protoactor-go & this is a great lib, that implements a Erlang/Akka-like the Actor Model in Go.

• orange

  27 4,611 9.6 Python

  🍊 :bar_chart: :bulb: Orange: Interactive data analysis

  

Project mention: Hierarchical Clustering | news.ycombinator.com | 2024-04-20

I know I've tooted its horn before, but Orange3 is a pretty neat Python-based GUI platform that makes this and a metric buttload of other statistical/ML techniques available to non-programmer types.

Just watch out for null character `x00` in the corpus. That always seems to kill it stone dead.

https://orangedatamining.com/

https://orange3.readthedocs.io/projects/orange-visual-progra...

• dedupe

  9 3,979 7.1 Python

  :id: A python library for accurate and scalable fuzzy matching, record deduplication and entity-resolution.

  

Project mention: Using deep learning for Fuzzy Matching | /r/datascience | 2023-07-06

• Leaflet.markercluster

  4 3,854 2.8 JavaScript

  Marker Clustering plugin for Leaflet

  

Project mention: 🌲Svelte + 🍃Leaflet + 📍 Clusters | dev.to | 2023-09-24

You can retrieve this plugin from its official repo on Github : Leaflet.markercluster.

• machine-learning-articles

  5 3,093 4.1

  🧠💬 Articles I wrote about machine learning, archived from MachineCurve.com.

• SaaSHub

  www.saashub.com featured

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• awesome-single-cell

  3 2,907 5.2

  Community-curated list of software packages and data resources for single-cell, including RNA-seq, ATAC-seq, etc.

• hdbscan

  6 2,672 7.0 Jupyter Notebook

  A high performance implementation of HDBSCAN clustering.

  

• awesome-community-detection

  1 2,266 2.8 Python

  A curated list of community detection research papers with implementations.

• supercluster

  1 2,018 4.2 JavaScript

  A very fast geospatial point clustering library for browsers and Node.

  

• RubixML

  10 1,975 4.9 PHP

  A high-level machine learning and deep learning library for the PHP language.

  

Project mention: Machine learning and deep learning library for the PHP language | news.ycombinator.com | 2023-11-04

• libcluster

  10 1,886 6.4 Elixir

  Automatic cluster formation/healing for Elixir applications

Project mention: Elixir clustering using Postgres | dev.to | 2024-01-25

libcluster is the go-to package for connecting multiple BEAM instances and setting up healing strategies. libcluster provides out-of-the-box strategies and it allows users to define their own strategies by implementing a simple behavior that defines cluster formation and healing according to the supporting service you want to use.

• bottleneck

  9 1,739 0.0 JavaScript

  Job scheduler and rate limiter, supports Clustering

Project mention: How can i improve my web scraper to be less abusive to the website. | /r/node | 2023-06-30

• MLJ.jl

  6 1,722 8.7 Julia

  A Julia machine learning framework

  

• protoactor-dotnet

  4 1,661 8.1 C#

  Proto Actor - Ultra fast distributed actors for Go, C# and Java/Kotlin

  

• usearch

  20 1,647 9.8 C++

  Fast Open-Source Search & Clustering engine × for Vectors & 🔜 Strings × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍

  

Project mention: USearch SQLite Extensions for Vector and Text Search | news.ycombinator.com | 2024-02-22

• MooseFS

  3 1,584 4.8 C

  MooseFS – Open Source, Petabyte, Fault-Tolerant, Highly Performing, Scalable Network Distributed File System (Software-Defined Storage)

  

Project mention: Google Cloud Storage FUSE | news.ycombinator.com | 2023-05-02

• uis-rnn

  3 1,530 3.5 Python

  This is the library for the Unbounded Interleaved-State Recurrent Neural Network (UIS-RNN) algorithm, corresponding to the paper Fully Supervised Speaker Diarization.

  

• minisom

  3 1,387 8.4 Python

  :red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps

• mteb

  2 1,395 9.8 Python

  MTEB: Massive Text Embedding Benchmark

  

Project mention: AI for AWS Documentation | news.ycombinator.com | 2023-07-06

RAG is very difficult to do right. I am experimenting with various RAG projects from [1]. The main problems are:

- Chunking can interfer with context boundaries

- Content vectors can differ vastly from question vectors, for this you have to use hypothetical embeddings (they generate artificial questions and store them)

- Instead of saving just one embedding per text-chuck you should store various (text chunk, hypothetical embedding questions, meta data)

- RAG will miserably fail with requests like "summarize the whole document"

- to my knowledge, openAI embeddings aren't performing well, use a embedding that is optimized for question answering or information retrieval and supports multi language. Also look into instructor embeddings: https://github.com/embeddings-benchmark/mteb

1 https://github.com/underlines/awesome-marketing-datascience/...

• Unsupervised-Classification

  2 1,306 1.4 Python

  SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]

• Cluster

  0 1,262 2.5 Swift

  Easy Map Annotation Clustering 📍

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

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• A note from our sponsor - InfluxDB
  www.influxdata.com | 1 May 2024

  Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality. Learn more →

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