Scikit-learn Pipelines ML Frameworks

End-to-end ML pipeline implementations using scikit-learn, focusing on workflow orchestration, preprocessing integration, and production-ready pipeline patterns. Does NOT include general ML tutorials, dataset collections, or frameworks that don't emphasize pipeline construction.

There are 34 scikit-learn pipelines frameworks tracked. 2 score above 70 (verified tier). The highest-rated is scverse/anndata at 88/100 with 720 stars and 2,610,474 monthly downloads. 1 of the top 10 are actively maintained.

Get all 34 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=scikit-learn-pipelines&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	scverse/anndata Annotated data.	88	Verified	720	Python
2	koaning/scikit-lego Extra blocks for scikit-learn pipelines.	70	Verified	1,383	Python
3	googleapis/python-bigquery-dataframes BigQuery DataFrames (also known as BigFrames)	55	Established	289	Python
4	bigmlcom/python Python bindings for BigML.io	46	Emerging	292	Python
5	posit-dev/orbital Turn SciKitLearn pipelines into SQL	44	Emerging	112	Python
6	mindsdb/type_infer Type inference for Machine Learning pipelines	39	Emerging	25	Python
7	getyourguide/DDataFlow A tool to help you to test and develop pyspark code with sampled and local data	39	Emerging	15	HTML
8	ibis-project/ibis-ml IbisML is a library for building scalable ML pipelines using Ibis.	35	Emerging	119	Python
9	maximtrp/tmplot Visualization of Topic Modeling Results	35	Emerging	22	Python
10	data-science-lab-amsterdam/skippa SciKIt-learn Pipeline in PAndas	33	Emerging	42	Python
11	m-nanda/End-to-End-ML An "End-to-End Machine Learning" project focuses on building a machine...	32	Emerging	15	Python
12	iMaatin/AutoStats A libray for automatically cleaning, imputing and analyzing datasets with...	27	Experimental	7	Python
13	layerai-archive/dbt-layer Layer DBT Adapters	23	Experimental	19	Python
14	galafis/distributed-data-processing-pipeline Enterprise-grade distributed data processing pipeline with Apache Spark...	23	Experimental	1	Python
15	galafis/feature-store-engineering Feature Store Engineering - Professional Python project	23	Experimental	1	Python
16	galafis/python-ml-pipeline-complete Data Science project - python-ml-pipeline-complete	23	Experimental	1	Python
17	joekakone/db-analytics-tools Databases Analytics Tools - Data Integration - Data Visualization - Machine Learning	22	Experimental	—	Python
18	zluvsand/ml_pipeline ⚡ Sample code for machine Learning Pipeline with Scikit-learn ⚡	22	Experimental	10	Jupyter Notebook
19	miheo-al2/sklearn-selector-pipeline 🔧 Combine feature selectors with classifiers and regressors in a seamless...	22	Experimental	—	Python
20	spen-c/ml-portfolio Machine learning projects built on a modular, config-driven framework...	22	Experimental	—	—
21	SathyaPrakashD/ml-pipeline-fundamentals End-to-end scikit-learn ML pipelines across 6 datasets — classification,...	22	Experimental	—	Jupyter Notebook
22	hiazevedo/databricks-portfolio Portfólio de projetos práticos de Data Engineering e ML com Databricks —...	22	Experimental	—	—
23	elisim/hydra-sklearn-pipelines Code accompanying the blogpost: "Creating Configurable Data Pre-Processing...	20	Experimental	28	Jupyter Notebook
24	galafis/Machine-Learning-Pipeline Professional project by Gabriel Demetrios Lafis	20	Experimental	1	JavaScript
25	adamduval/ml_snowflake_end_to_end ❄️ End to End ML workflow in Snowflake.	16	Experimental	2	Jupyter Notebook
26	harshraithatha/MLproject An end-to-end machine learning pipeline for wholesale customer channel...	14	Experimental	—	Python
27	oumaimabnz/python-data-processing-pipeline End-to-end Python data processing pipeline for cleaning, analyzing, and...	14	Experimental	—	Python
28	Montasir00/Ml_final_project End-to-End process of building machine learning models	14	Experimental	3	Jupyter Notebook
29	chrislemke/sk-transformers A collection of pandas & scikit-learn compatible transformers for...	14	Experimental	10	Python
30	Fugant1/ml-model-factory Automated ML pipeline	13	Experimental	2	Jupyter Notebook
31	Vidhi1290/Machine-learning-Pipeline Explore a collection of Jupyter notebooks that guide you through various...	12	Experimental	12	Jupyter Notebook
32	muhammadhussain-2009/Machine-Learning-Pipeline- Pipeline Designed to Simplify Complexities of Building ML Models	11	Experimental	—	Jupyter Notebook
33	Shashank911/-End-to-End-Machine-Learning-Pipeline The objective of this task is to build an end-to-end machine learning...	11	Experimental	—	Jupyter Notebook
34	aabouzaid/modern-data-platform-research-paper The resources for the peer-reviewed paper Building A Modern Data Platform...	10	Experimental	1	Jupyter Notebook