nilearn provides Python tools for machine learning and neuroimaging analysis.
The Best pyro Alternatives in 2026
Looking for something like pyro? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 23 are open source.
Pyro brings probabilistic programming capabilities to Python projects using PyTorch.
Top picks at a glance
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | nilearn | — | Yes | — |
| 2 | LightGBM | — | Yes | Windows |
| 3 | DVClive | — | Yes | — |
| 4 | PredictionBuilder | — | Yes | — |
| 5 | REP | — | Not stated | Linux, Windows |
| 6 | pytorch tabular | — | Yes | — |
| 7 | Fairlearn | — | Yes | — |
| 8 | Featuretools | — | Yes | — |
| 9 | Feature Engine | — | Yes | — |
| 10 | ELI5 | — | Yes | — |
All pyro alternatives
The LightGBM framework uses gradient boosting for ranking, classification, and other machine learning tasks.
DVCLive logs and tracks machine learning metrics, parameters, and models with Git or DVC.
This Swift library builds machine learning predictions using linear regression.
REP
github.com/yandex/repREP provides an IPython-based machine learning environment for consistent, reproducible data-driven research.
pytorch tabular provides a unified framework for deep learning models on tabular data.
A Python package to assess and improve fairness of machine learning models.
The Featuretools Python library supports automated feature engineering and is published as open source.
Feature Engine provides Python tools for feature engineering and selection that are compatible with scikit-learn.
Python package which helps to debug machine learning classifiers and explain their predictions.
Python library for decision tree visualization and model interpretation.
An open source Python library for drift detection in machine learning systems.
modAL provides a modular active learning framework for Python built on top of scikit-learn.
Cleanlab provides a Python library for data quality and machine learning with messy real world data and labels.
The lightly Python library supports self supervised learning on images.
19 Questions assigns attributes to objects using machine learning and Bayesian inference, according to its project description.
oneDAL is a C++ and DPC++ library for accelerated machine learning routines on tabular data, governed by the UXL Foundation.
Giskard provides open source evaluation and testing tools for LLM agents.
Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.
NALP covers Natural Adversarial Language Processing through a dedicated library.
neuropredict evaluates predictive performance using neuroimaging features.
InterpretML fits interpretable models and explains results from black-box machine learning systems.
AutoViz automatically creates visualizations for datasets of different sizes from a single line of code.
mljar-supervised provides tabular data AutoML with feature engineering, hyperparameter tuning, explanations, and documentation.
Alternatives to similar tools
What is the best alternative to pyro?
Are there open-source alternatives to pyro?
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























