1
Also covers ai infrastructure, data analysis, and data science · same kind of open-source project
NannyML provides Python tools for post-deployment data science and monitoring model performance under data drift.
Alternatives
The Best igel Alternatives in 2026
24 alternatives0 free · 23 open source
Looking for something like igel? Here are 24 alternatives, ranked by how closely they match it on purpose, features and platforms. Of these, 23 are open source.
igel lets users train, test, and use machine learning models without writing code.
Top picks at a glance
First suggestionNannyMLNannyML provides Python tools for post-deployment data…Another optionPachydermPachyderm provides data-focused pipelines and version…
Quick comparison
| # | Alternative | Pricing | Open source | Platforms |
|---|---|---|---|---|
| 1 | NannyML | — | Yes | — |
| 2 | Pachyderm | — | Yes | — |
| 3 | Deepchecks | — | Yes | — |
| 4 | Evidently | — | Yes | — |
| 5 | Ludwig | — | Yes | — |
| 6 | Radicalbit | — | Yes | — |
| 7 | BudgetML | — | Yes | — |
| 8 | Kubeflow Pipelines | — | Yes | — |
| 9 | Tpot | — | Yes | — |
| 10 | Ray | — | Yes | — |
All igel alternatives
2
Also covers ai infrastructure, data analysis, and data science · same kind of open-source project
Pachyderm provides data-focused pipelines and version control for datasets and related workflows.
3
Also covers ai infrastructure and data science · 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 and data science · same kind of open-source project
Evidently evaluates, tests, and monitors machine learning systems and data pipelines.
5
Also covers ai infrastructure and data science · same kind of open-source project
Ludwig provides a low code framework for building custom LLMs, neural networks, and other AI models.
6
Also covers ai infrastructure, artificial intelligence, and data science · same kind of open-source project
Radicalbit AI Monitoring provides a solution for monitoring machine learning models in production.
7
Also covers ai infrastructure and data science · same kind of open-source project
Deploy a ML inference service on a budget in less than 10 lines of code.
8
Also covers ai infrastructure and data science · same kind of open-source project
Kubeflow Pipelines orchestrates and manages machine learning workflows on Kubeflow.
9
Also covers ai infrastructure and data science · same kind of open-source project
TPOT uses genetic programming to optimize machine learning pipelines in Python.
10
Also covers ai infrastructure and data science · 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 and data science · 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 and data science · same kind of open-source project
MLRun provides an open-source MLOps platform for managing machine learning applications, pipelines, and CI/CD delivery.
13
Also covers ai infrastructure and data science · same kind of open-source project
FLAML provides a fast Python library for automated machine learning and tuning.
14
Also covers ai infrastructure and data science · same kind of open-source project
The Feast repository describes an open source feature store for AI and machine learning projects.
15
Also covers ai infrastructure and data science · same kind of open-source project
FlexML offers an easy to use and flexible automated machine learning library for Python.
16
Also covers ai infrastructure and data science · same kind of open-source project
Aim tracks machine learning experiments and describes itself as an open-source experiment tracker.
17
Also covers ai infrastructure and data science · same kind of open-source project
ZenML provides a platform for machine learning pipelines and AI agents.
18
Also covers ai infrastructure and data science · same kind of open-source project
The goro project provides a high level machine learning library written for Go.
19
Also covers ai infrastructure and data science · 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 and data science · same kind of open-source project
PrimeHub offers an open-source platform for managing machine learning operations and workflows.
21
Also covers ai infrastructure and data science · same kind of open-source project
CML provides continuous machine learning and CI/CD workflows for machine learning projects.
22
Also covers ai infrastructure and data science · same kind of open-source project
Use Aeromancy to build reproducible machine learning workflows and projects.
23
Also covers ai infrastructure and data science · same kind of open-source project
The Feast project provides an open source feature store for AI and machine learning.
24
DVC
dvc.orgAlso covers ai infrastructure and data science
Open-source version control system for Data Science and Machine Learning projects. Git-like experience to organize your data, models, and experiments.
No alternatives match this filter.
Alternatives to similar tools
Evidently24 alternativesKubeflow Pipelines24 alternativesRadicalbit24 alternativesRay24 alternativesFlexML24 alternativesZenML24 alternatives
What is the best alternative to igel?
Based on features, tags and platforms, the closest alternatives to igel are NannyML, Pachyderm, and Deepchecks.
Are there open-source alternatives to igel?
Yes: NannyML, Pachyderm, Deepchecks, and Evidently.
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