1
mlxtend
github.com/rasbt/mlxtendAlso covers data science, developer tools, and machine learning · same kind of open-source project
mlxtend adds helper modules for Python data analysis and machine learning libraries.
Alternatives
The Best Microsoft ML for Apache Spark Alternatives in 2026
24 alternatives0 free · 20 open source
Looking for something like Microsoft ML for Apache Spark? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 20 are open source.
About Microsoft ML for Apache Sparkgithub.com/microsoft/SynapseML
VisitSynapseML provides distributed machine learning algorithms for Spark through its Python library.
Top picks at a glance
First suggestionmlxtendmlxtend adds helper modules for Python data analysis and…Open source optionWhylogsMachine learning pipelines can use whylogs, an open-source…
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | mlxtend | — | Not stated | — |
| 2 | Whylogs | — | Yes | — |
| 3 | imbalanced-ensemble | — | Yes | — |
| 4 | Geni | — | Yes | — |
| 5 | gensim | — | Yes | — |
| 6 | jSciPy | — | Yes | Android |
| 7 | Weights & Biases | — | Yes | — |
| 8 | H2O Sparkling Water | — | Yes | — |
| 9 | Upgini | — | Yes | — |
| 10 | DataComPy | — | Yes | — |
All Microsoft ML for Apache Spark alternatives
2
Also covers data science, developer tools, and machine learning · same kind of open-source project
Machine learning pipelines can use whylogs, an open-source library for logging data quality and model performance.
3
Also covers data science, developer tools, and machine learning · same kind of open-source project
Class-imbalanced machine learning is supported by imbalanced-ensemble, a toolbox for ensemble methods and datasets.
4
Also covers data science, developer tools, and machine learning · same kind of open-source project
The Geni project provides a Clojure dataframe library that runs on Apache Spark.
5
Also covers data science, developer tools, and machine learning · same kind of open-source project
Python developers can use gensim for topic modeling and related natural language processing tasks.
6
Also covers data science, developer tools, and machine learning · same kind of open-source project
jSciPy provides Java scientific computing tools for signal processing, FFT, filtering, power spectral density, and DCT.
7
Also covers data science, developer tools, and machine learning · same kind of open-source project
Weights & Biases supports model training, fine tuning, and management from experimentation through production.
8
Also covers developer tools and machine learning · same kind of open-source project
Sparkling Water brings H2O machine learning functionality into an Apache Spark cluster.
9
Also covers data science and machine learning · same kind of open-source project
For machine learning pipelines, Upgini searches and enriches data with features from public and commercial sources.
10
Also covers data science and developer tools · same kind of open-source project
DataComPy compares Pandas, Polars, Spark, and Snowpark dataframes, with output that includes comparison statistics.
11
Also covers data science and developer tools · same kind of open-source project
Koalas implements the pandas DataFrame API on Apache Spark and is deprecated; for Apache Spark 3.2 and above, use PySpark directly.
12
DLib
dlib.net/imaging.htmlAlso covers developer tools and machine learning
dlib provides C++ libraries for image processing, machine learning, and related algorithms.
13
astroML
astroml.orgAlso covers developer tools and machine learning · same kind of open-source project
AstroML provides Python tools for machine learning and data mining in astronomy.
14
Vaex
vaex.ioAlso covers developer tools and machine learning
Vaex provides out-of-core DataFrames for Python to explore and visualize large tabular datasets, with support for machine learning workflows.
15
Also covers developer tools and machine learning · same kind of open-source project
Automatic machine learning, hyperparameter tuning, and pipeline abstractions are provided by the Neuraxle software library.
16
Also covers data science and developer tools · same kind of open-source project
For Python data preparation, DataPrep offers an open-source low-code library to collect, clean, and visualize data.
17
Also covers developer tools and machine learning · same kind of open-source project
The ml5.js project brings friendly machine learning tools to web projects.
18
Also covers developer tools and machine learning · same kind of open-source project
The Pattern Recognition Toolbox provides MATLAB tools for pattern recognition and machine learning.
19
Also covers developer tools and machine learning · same kind of open-source project
Netron displays neural network, deep learning, and machine learning models across formats such as ONNX, TensorFlow, and PyTorch.
20
Also covers developer tools and machine learning · same kind of open-source project
ONNX-Scala provides an API and backend for deep and classical machine learning in Scala.
21
Also covers developer tools and machine learning · same kind of open-source project
Opyrator turns machine learning code into microservices with a web API and interactive interface.
22
Also covers developer tools and machine learning · same kind of open-source project
The anneal project is a Go machine learning compiler with graph rewriting, autodiff, and a WebGPU backend.
23
Also covers developer tools and machine learning · same kind of open-source project
For Go developers, GoLearn provides a collection of tools for machine learning.
24
Also covers data science and developer tools · same kind of open-source project
Python developers can use Dash to build data apps and dashboards without requiring JavaScript.
No alternatives match this filter.
Alternatives to similar tools
Dash24 alternativesimbalanced-ensemble24 alternativesmlxtend24 alternativesWhylogs24 alternativesGeni24 alternativesgensim24 alternatives
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What is the best alternative to Microsoft ML for Apache Spark?
Based on features, tags and platforms, the closest alternatives to Microsoft ML for Apache Spark are mlxtend, Whylogs, and imbalanced-ensemble.
Are there open-source alternatives to Microsoft ML for Apache Spark?
Yes: Whylogs, imbalanced-ensemble, Geni, and gensim.
Alternatives are suggested from the purpose and features described in our listings. Different pages for the same product appear once. Read each description to check whether it fits your task. How we choose alternatives · Suggest an alternative