AI · alternatives · 2026

24 alternatives to Aquarium

Improve ML models by improving datasets they’re trained on

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Aquarium launched in 2020; newer entries below may have overtaken it.

1. 1
   Roboflow Universe▲237

   Pre-trained computer vision models and public datasets

   2021 · its alternatives →

2. 2
   Lobe▲1,236

   Visual tool for building custom deep learning models

   2018 · github.com · its alternatives →

3. 3
   Data Labeling Platform▲239

   Manage your computer vision data labeling

   2024 · labelyourdata.com · its alternatives →

4. 4
   Runway▲148

   Machine learning for creators. Train custom AI models.

   2020 · its alternatives →

5. 5
   Lightly▲148

   Improve your machine learning models by using the right data

   2021 · its alternatives →

6. 6
   Know Your Data▲121

   Understand datasets & improve data quality, by Google PAIR

   2021 · its alternatives →

7. 7
   Weights & Biases▲110

   Developer tools for deep learning & machine learning

   2019 · its alternatives →

8. 8IT
   I trained a deep learning model to build sites for me▲397

   2019 · zecoda.com · its alternatives →

9. 9
   Lobe 2.0▲483

   Machine learning made easy

   2020 · its alternatives →

10. 10ML
    Machine learning automation from creating to using models in production▲72

    2021 · github.com · its alternatives →

11. 11
    MindsDB▲235

    In-database machine learning

    2022 · its alternatives →

12. 12
    WhatToLabel▲70

    Improve your machine learning models by curating your data

    2020 · its alternatives →

13. 13
    Deep-ML▲13

    Practice Machine Learning and Data Science problems

    2025 · deep-ml.com · its alternatives →

14. 14DM
    Deploy ML Models on a Budget▲117

    2021 · github.com · its alternatives →

15. 15IB
    I built an AI dataset generator▲169

    2025 · github.com · its alternatives →

16. 16
    Deepchecks Testing Package▲186

    Open source tool for testing & validating your model & data

    2022 · its alternatives →

17. 17
    Model Zoo▲74

    Deploy your machine learning model in a single line of code.

    2020 · its alternatives →

18. 18MZ
    Model Zoo: Deploy your machine learning model in a single line of code▲34

    2020 · modelzoo.dev · its alternatives →

19. 19
    Zoo▲234

    A free, open-source playground for AI image models

    2023 · its alternatives →

20. 20
    Google CLOUD AUTOML▲93

    Train custom ML models with minimum effort and expertise

    2018 · its alternatives →

21. 21DC
    Datasets.co – Share and discover new machine learning datasets▲81

    2016 · datasets.co · its alternatives →

22. 22
    Project Sandman▲78

    Build better machine learning models

    2020 · its alternatives →

23. 23
    ZenML▲84

    Create reproducible machine learning pipelines

    2020 · its alternatives →

24. 24
    ML Image Classifier▲97

    Quickly train custom machine learning models in your browser

    2018 · 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 →