Life & fun · alternatives · 2026

SpotML is a managed machine learning training platform that runs workloads on discounted spot instances from AWS and GCP. It's designed for data scientists and ML engineers who need to reduce infrastructure costs while… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. SpotML – Managed ML Training on Cheap AWS/GCP Spot Instances launched in 2021; newer entries below may have overtaken it.

1. 1
   StackML▲252

   Machine Learning platform in-browser, for creators

   2019 · its alternatives →

2. 2
   WhereML▲121

   Bot that guesses the location of a photo using ML on AWS

   2018 · twitter.com · its alternatives →

3. 3
   ZenML▲84

   Create reproducible machine learning pipelines

   2020 · github.com · its alternatives →

4. 4
   Igel – A CLI tool to run machine learning without writing code▲405

   a delightful machine learning tool that allows you to train, test, and use models without writing code - nidhaloff/igel

   2020 · github.com · its alternatives →

5. 5
   MakeML▲274

   Train Neural Networks without a line of code

   2019 · makeml.app · its alternatives →

6. 6
   Google CLOUD AUTOML▲93

   Train custom ML models with minimum effort and expertise

   2018 · cloud.google.com · its alternatives →

7. 7
   ScoopML▲81

   An AI assistant for machine learning engineers

   2020 · its alternatives →

8. 8
   DataMacaw▲67

   Train and run your AI models easily at low cost in the cloud

   2022 · aws.amazon.com · its alternatives →

9. 9
   Provide a CSV and a target field, generate a model and code to run it▲172

   Provide an input CSV and a target field to predict, generate a model + code to run it. - minimaxir/automl-gs

   2019 · github.com · its alternatives →

10. 10
    Deploy ML Models on a Budget▲117

    Deploy a ML inference service on a budget in less than 10 lines of code. - ebhy/budgetml

    2021 · github.com · its alternatives →

11. 11FT
    Flashcards to learn AWS skills▲365

    Cloudbite is a low-barrier, free web app that helps you learn AWS skills with flashcards and spaced repetition.

    2021 · cloudbite.attejuvonen.fi · its alternatives →

12. 12
    OrchestraML▲82

    From English prompt to deployed ML model with human approval

    Jun 2026 · orchestra-ml.vercel.app · its alternatives →

13. 13
    UnionML▲77

    The easiest way to build and deploy ML microservices

    2022 · union.ai · its alternatives →

14. 14
    Fullstack ML – From Notebooks to Deployment▲198

    Contribute to xadrianzetx/fullstack.ai development by creating an account on GitHub.

    2019 · github.com · its alternatives →

15. 15
    ZenML, extensible open-source MLOps framework for reproducible ML▲37

    ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io. - zenml-io/zenml

    2020 · github.com · its alternatives →

16. 16
    FastML▲11

    Ship Machine Learning Pipelines. Fast.

    2024 · its alternatives →

17. 17SM
    Seamless ML training on AWS Spot instances▲6

    2021 · docs.spotml.io · its alternatives →

18. 18
    TensorPool▲192

    The easiest way to use cloud GPUs

    2025 · tensorpool.dev · its alternatives →

19. 19
    TPI – Terraform provider for ML and self-recovering spot-instances▲12

    ☁️ Terraform plugin for machine learning workloads: spot instance recovery & auto-termination | AWS, GCP, Azure, Kubernetes - iterative/terraform-provider-iterative

    2022 · github.com · its alternatives →

20. 20
    BigML▲64

    Machine learning as a service - build predictive apps

    2014 · bigml.com · its alternatives →

21. 21EC
    Easy cloud instance comparison (AWS, GCP, Azure, IBM, Alibaba and more)▲120

    2021 · cloudoptimizer.io · its alternatives →

22. 22
    TensorPort▲143

    Help teams apply machine learning to real-world applications

    2017 · its alternatives →

23. 23
    CloudMapper, open-source tool for visualizing AWS environments▲56

    CloudMapper helps you analyze your Amazon Web Services (AWS) environments. - duo-labs/cloudmapper

    2018 · github.com · its alternatives →

24. 24
    Web App with GUI for AutoML on Tabular Data▲41

    AutoML Web App - build Machine Learning pipeline in automatic way with Graphical User Interface (GUI). You can run app locally! - mljar/automl-app

    2023 · github.com · its alternatives →

Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →