Top 23 Regression Open-Source Projects

• pycaret

  5 8,385 9.4 Jupyter Notebook

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

  

• Smile

  9 5,921 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.

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. 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.

  

• mlpack

  4 4,797 9.9 C++

  mlpack: a fast, header-only C++ machine learning library

  

Project mention: How much C++ is used when it comes to performing quant research? | /r/quant | 2023-07-03

Does C++ have the equivalent of Pandas or Apache Spark? Are there extensive libraries that exist/are being developed that allow you to perform operations with data? Or do people just use a combination of Python & its various libraries (NumPy etc)? If we leave aside the data bit, are there libraries that allow you to develop ML models in C++ (mlpack for instance ) faster & more efficiently compared to their Python counterparts (scikit-learn)? On a more general note, how does C++ fit into the routine of a Quant Researcher? And at what scale does an organization decide they need to start switching to other languages and spend more time developing the code ?

• tsai

  4 4,659 7.9 Jupyter Notebook

  Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

  

Project mention: Aeon: A unified framework for machine learning with time series | news.ycombinator.com | 2023-06-22

Also https://github.com/timeseriesAI/tsai

• orange

  27 4,604 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...

• FLAML

  9 3,671 8.3 Jupyter Notebook

  A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.

  

Project mention: AutoGen: Enabling Next-Gen GPT-X Applications | news.ycombinator.com | 2023-08-22

I really like the simplicity of this framework, and they hit on a lot of common problems found in other agent-based frameworks. Most intrigued by the RAG improvements.

Seems like Microsoft was frustrated with the pace of movement in this space and the shitty results of agents (which admittedly kept my interest turned away from agents for the last few months). I'm interested again because it makes practical sense, and from looking at the example notebooks, seems fairly easy to integrate into existing applications.

Maybe this is the 'low code' approach that might actually work, and bridge together engineering and non-engineering resources.

This example was what caught my eye: https://github.com/microsoft/FLAML/blob/main/notebook/autoge...

• MathNet

  6 3,383 5.3 C#

  Math.NET Numerics

  

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• simple-statistics

  1 3,326 2.2 JavaScript

  simple statistics for node & browser javascript

  

Project mention: Simple Statistics: Statistical methods in JavaScript for browsers and servers | news.ycombinator.com | 2023-06-24

This project is nice enough, but I wonder what is the point of some of the simpler functions.

The maxSorted function for example is as trivial as it gets: https://github.com/simple-statistics/simple-statistics/blob/... It would be actually simpler for everyone without the abstraction.

• lazypredict

  3 2,661 0.0 Python

  Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning

• Math PHP

  21 2,303 6.3 PHP

  Powerful modern math library for PHP: Features descriptive statistics and regressions; Continuous and discrete probability distributions; Linear algebra with matrices and vectors, Numerical analysis; special mathematical functions; Algebra

• RubixML

  10 1,972 5.5 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

• orbit

  1 1,799 7.7 Python

  A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood. (by uber)

  

• MLJ.jl

  6 1,720 8.8 Julia

  A Julia machine learning framework

  

• MLBox

  1 1,474 0.0 Python

  MLBox is a powerful Automated Machine Learning python library.

• BeautifulAlgorithms.jl

  3 1,305 4.1 Julia

  Concise and beautiful algorithms written in Julia

• Tribuo

  15 1,218 5.3 Java

  Tribuo - A Java machine learning library

  

Project mention: FLaNK Weekly 08 Jan 2024 | dev.to | 2024-01-08

• owl

  5 1,179 8.2 OCaml

  Owl - OCaml Scientific Computing @ https://ocaml.xyz

  

Project mention: Owl project (OCaml scientific computing) formally concluded | news.ycombinator.com | 2024-02-19

• MAPIE

  1 1,150 9.7 Jupyter Notebook

  A scikit-learn-compatible module for estimating prediction intervals.

  

• reassure

  3 1,097 7.1 TypeScript

  Performance testing companion for React and React Native

  

• AlphaPy

  25 1,049 6.7 Python

  Python AutoML for Trading Systems and Sports Betting

  

Project mention: AlphaPy: machine learning framework built on sklearn and pandas. Support pyfolio/xgboost/lightgmb/catboost(gradient boosting on decision tress) etc. Examples include financial market prediction/sports prediction/kaggle. Configurations are set though | /r/algoprojects | 2023-12-10

• mlr3

  1 879 7.8 R

  mlr3: Machine Learning in R - next generation

  

• PyABSA

  2 854 5.3 Jupyter Notebook

  Sentiment Analysis, Text Classification, Text Augmentation, Text Adversarial defense, etc.;

• RustQuant

  14 853 9.6 Rust

  Rust library for quantitative finance.

Project mention: RustQuant: A Library for Quantitative Finance | news.ycombinator.com | 2024-02-01

• SaaSHub

  www.saashub.com sponsored

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Regression related posts

• The Current State of Clojure's Machine Learning Ecosystem
  4 projects | news.ycombinator.com | 7 Apr 2024
• AlphaPy: machine learning framework built on sklearn and pandas. Support pyfolio/xgboost/lightgmb/catboost(gradient boosting on decision tress) etc. Examples include financial market prediction/sports prediction/kaggle. Configurations are set though
  1 project | /r/algoprojects | 10 Dec 2023
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• Simple Statistics: Statistical methods in JavaScript for browsers and servers
  2 projects | news.ycombinator.com | 24 Jun 2023
• A note from our sponsor - SaaSHub
  www.saashub.com | 22 Apr 2024

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