Top 23 feature-engineering Open-Source Projects

• nni

  5 13,765 6.7 Python

  An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

  

• featuretools

  2 7,035 8.3 Python

  An open source python library for automated feature engineering

  

Project mention: Featuretools – A Python Library for Automated Feature Engineering | news.ycombinator.com | 2023-09-20

• InfluxDB

  www.influxdata.com featured

  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.

  

• mljar-supervised

  51 2,941 8.5 Python

  Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation

  

Project mention: Show HN: Web App with GUI for AutoML on Tabular Data | news.ycombinator.com | 2023-08-24

Web App is using two open-source packages that I've created:

- MLJAR AutoML - Python package for AutoML on tabular data https://github.com/mljar/mljar-supervised

- Mercury - framework for converting Jupyter Notebooks into Web App https://github.com/mljar/mercury

You can run Web App locally. What is more, you can adjust notebook's code for your needs. For example, you can set different validation strategies or evalutaion metrics or longer training times. The notebooks in the repo are good starting point for you to develop more advanced apps.

• metarank

  13 1,988 9.1 Scala

  A low code Machine Learning personalized ranking service for articles, listings, search results, recommendations that boosts user engagement. A friendly Learn-to-Rank engine

  

• feathr

  9 1,931 5.7 Scala

  Feathr – A scalable, unified data and AI engineering platform for enterprise

  

• SGX-Full-OrderBook-Tick-Data-Trading-Strategy

  35 1,749 0.0 Jupyter Notebook

  Providing the solutions for high-frequency trading (HFT) strategies using data science approaches (Machine Learning) on Full Orderbook Tick Data.

Project mention: HFT: High frequency trading. Extended Research - star count:1469.0 | /r/algoprojects | 2023-07-08

• featureform

  28 1,705 9.6 Jupyter Notebook

  The Virtual Feature Store. Turn your existing data infrastructure into a feature store.

  

Project mention: Still look familiar? | /r/u_featureform | 2023-07-13

• SaaSHub

  www.saashub.com featured

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

  

• OpenMLDB

  10 1,550 9.6 C++

  OpenMLDB is an open-source machine learning database that provides a feature platform computing consistent features for training and inference.

  

Project mention: OpenMLDB v0.9.0 Release: Major Upgrade in SQL Capabilities Covering the Entire Feature Servicing Process | dev.to | 2024-05-02

For detailed release notes, please refer to: https://github.com/4paradigm/OpenMLDB/releases/tag/v0.9.0

• hamilton

  21 1,373 9.8 Jupyter Notebook

  Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage and metadata. Runs and scales everywhere python does.

  

Project mention: Show HN: Hamilton's UI – observability, lineage, and catalog for data pipelines | news.ycombinator.com | 2024-05-02

• Deep_Learning_Machine_Learning_Stock

  48 1,149 6.1 Jupyter Notebook

  Deep Learning and Machine Learning stocks represent promising opportunities for both long-term and short-term investors and traders.

Project mention: Deep_Learning_Machine_Learning_Stock: NEW Deep Learning And Reinforcement Learning - star count:1017.0 | /r/algoprojects | 2023-12-10

• hopsworks

  4 1,087 9.2 Java

  Hopsworks - Data-Intensive AI platform with a Feature Store

  

• NVTabular

  1 1,008 5.5 Python

  NVTabular is a feature engineering and preprocessing library for tabular data designed to quickly and easily manipulate terabyte scale datasets used to train deep learning based recommender systems.

  

• functime

  5 914 9.5 Python

  Time-series machine learning at scale. Built with Polars for embarrassingly parallel feature extraction and forecasts on panel data.

  

Project mention: functime: NEW Data - star count:616.0 | /r/algoprojects | 2023-11-08

• tsfel

  1 860 7.7 Python

  An intuitive library to extract features from time series.

  

• intelligent-trading-bot

  25 748 8.5 Python

  Intelligent Trading Bot: Automatically generating signals and trading based on machine learning and feature engineering

Project mention: TimeGPT-1 | news.ycombinator.com | 2023-10-13

I agree that the conventional (numeric) forecasting can hardly benefit from the newest approaches like transformers and LLMs. I made such a conclusion while working on the intelligent trading bot [0] by experimenting with many ML algorithms. Yet, there exist some cases where transformers might provide significant advantages. They could be useful where the (numeric) forecasting is augmented with discrete event analysis and where sequences of events are important. Another use case is where certain patterns are important like those detected in technical analysis. Yet, for these cases much more data is needed.

[0] https://github.com/asavinov/intelligent-trading-bot Intelligent Trading Bot: Automatically generating signals and trading based on machine learning and feature engineering

• evalml

  2 713 8.7 Python

  EvalML is an AutoML library written in python.

  

• temporian

  12 625 9.8 Python

  Temporian is an open-source Python library for preprocessing ⚡ and feature engineering 🛠 temporal data 📈 for machine learning applications 🤖

  

Project mention: Temporian: Google's Python package for time series preprocessing | news.ycombinator.com | 2024-02-13

• deltapy

  1 527 0.0 Jupyter Notebook

  DeltaPy - Tabular Data Augmentation (by @firmai)

• Hyperactive

  8 490 7.7 Python

  An optimization and data collection toolbox for convenient and fast prototyping of computationally expensive models.

Project mention: Hyperactive Version 4.5 Released | news.ycombinator.com | 2023-08-27

• serverless-ml-course

  5 485 2.8 Jupyter Notebook

  Serverless Machine Learning Course for building AI-enabled Prediction Services from models and features

  

• tsflex

  3 363 6.3 Python

  Flexible time series feature extraction & processing

  

• desbordante-core

  2 354 9.5 C++

  Desbordante is a high-performance data profiler that is capable of discovering many different patterns in data using various algorithms. It also allows to run data cleaning scenarios using these algorithms. Desbordante has a console version and an easy-to-use web application.

  

Project mention: Show HN: Desbordante 1.0.0 Released | news.ycombinator.com | 2023-12-11

• hrv-analysis

  1 349 0.0 Python

  Package for Heart Rate Variability analysis in Python

  

• 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 - SaaSHub
  www.saashub.com | 10 May 2024

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