1
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
FLAML provides a fast Python library for automated machine learning and tuning.
Alternatives
The Best PyTorch Lightning Alternatives in 2026
24 alternatives0 free · 21 open source
Looking for something like PyTorch Lightning? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 21 are open source.
About PyTorch Lightninggithub.com/lightning-AI/lightning
VisitPyTorch Lightning supports pretraining and fine tuning AI models across GPU setups.
Top picks at a glance
First suggestionFLAMLFLAML provides a fast Python library for automated machine…Another optionPyTounePyToune provides a simplified framework and utilities for…
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | FLAML | — | Yes | — |
| 2 | PyToune | — | Yes | — |
| 3 | Deepchecks | — | Not stated | — |
| 4 | Ludwig | — | Yes | — |
| 5 | Feathr | — | Yes | — |
| 6 | Polyaxon | — | Yes | — |
| 7 | Kubeflow Pipelines | — | Yes | — |
| 8 | Tpot | — | Yes | — |
| 9 | ChefBoost | — | Yes | — |
| 10 | Ray | — | Yes | — |
All PyTorch Lightning alternatives
2
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
PyToune provides a simplified framework and utilities for working with PyTorch.
3
Deepchecks
github.com/deepchecks/deepchecksAlso covers ai infrastructure, data science, and machine learning · same kind of open-source project
Deepchecks tests and validates machine learning models and data, covering workflows from research through production.
4
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
Ludwig provides a low code framework for building custom LLMs, neural networks, and other AI models.
5
Also covers ai infrastructure, artificial intelligence, and data science · same kind of open-source project
Feathr provides enterprises with a platform for data engineering and AI workflows.
6
Also covers ai infrastructure, artificial intelligence, and data science · same kind of open-source project
Polyaxon describes its repository as infrastructure for AI orchestration and control.
7
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
Kubeflow Pipelines orchestrates and manages machine learning workflows on Kubeflow.
8
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
TPOT uses genetic programming to optimize machine learning pipelines in Python.
9
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
The ChefBoost Python framework supports decision trees such as ID3, C4.5, CART, CHAID, regression trees, and ensemble methods.
10
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
Ray provides an AI compute engine with a distributed runtime and libraries for machine learning workloads.
11
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
The Datumbox framework is written in Java for developing machine learning and statistical applications.
12
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
Evidently evaluates, tests, and monitors machine learning systems and data pipelines.
13
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
MLRun provides an open-source MLOps platform for managing machine learning applications, pipelines, and CI/CD delivery.
14
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
The Feast repository describes an open source feature store for AI and machine learning projects.
15
Kedro
github.com/quantumblacklabs/kedroAlso covers ai infrastructure, data science, and machine learning · same kind of open-source project
Kedro helps create reproducible, maintainable, and modular data science and data engineering pipelines.
16
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
FlexML offers an easy to use and flexible automated machine learning library for Python.
17
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
ZenML provides a platform for machine learning pipelines and AI agents.
18
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
The goro project provides a high level machine learning library written for Go.
19
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
This Docker-based starter kit provides a runtime for machine learning work in Jupyter notebooks.
20
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
Featureform turns existing data infrastructure into a virtual feature store.
21
Maze
github.com/enlite-ai/mazeAlso covers ai infrastructure, data science, and machine learning · same kind of open-source project
Maze provides an applied reinforcement learning framework for developing projects in Python.
22
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
PrimeHub offers an open-source platform for managing machine learning operations and workflows.
23
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
CML provides continuous machine learning and CI/CD workflows for machine learning projects.
24
Also covers ai infrastructure, data science, and machine learning · same kind of open-source project
Deploy a ML inference service on a budget in less than 10 lines of code.
No alternatives match this filter.
Alternatives to similar tools
Kubeflow Pipelines24 alternativesEvidently24 alternativesFeathr24 alternativesFeatureform24 alternativesRay24 alternativesZenML24 alternatives
What is the best alternative to PyTorch Lightning?
Based on features, tags and platforms, the closest alternatives to PyTorch Lightning are FLAML, PyToune, and Deepchecks.
Are there open-source alternatives to PyTorch Lightning?
Yes: FLAML, PyToune, Ludwig, and Feathr.
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