Machine Learning Platforms

Rankings are recomputed on the monthly poll cycle.

AI Consensus Ranking

  1. #1AWS SageMaker160.8
  2. #2Vertex AI156.4
  3. #3Azure Machine Learning135.2
  4. #4Google Colab120.5
  5. #5Google Teachable Machine86.8
  6. #6RunPod84.7
  7. #7Databricks84.6
  8. #8Hugging Face81.8
  9. #9TensorFlow59.5
  10. #10Python44.8
  11. #11Orange42.6
  12. #12Kaggle Learn41.0
  13. #13KNIME39.0
  14. #14DeepInfra38.6
  15. #15MLflow38.3
  16. #16PyTorch37.0
  17. #17Lambda Labs36.7
  18. #18Vast.ai34.6
  19. #19DataRobot33.9
  20. #20Dataiku31.3
  21. #21Weights & Biases31.1
  22. #22Scikit-learn30.0
  23. #23ClearML29.3
  24. #24Hugging Face Inference Endpoints29.0
  25. #25Azure Machine Learning Studio (Designer)29.0
  26. #26Kaggle Notebooks28.6
  27. #27Google Machine Learning Crash Course25.6
  28. #28Hugging Face Learn24.1
  29. #29Lobe.ai23.1
  30. #30fast.ai23.1
  31. #31AWS SageMaker Canvas22.3
  32. #32Kaggle22.3
  33. #33H2O.ai (H2O-3)18.7
  34. #34modal18.1
  35. #35Databricks Mosaic AI17.7
  36. #36Google AutoML17.7
  37. #37BigML17.7
  38. #38RapidMiner16.9
  39. #39Together AI16.3
  40. #40H2O.ai16.3
  41. #41Paperspace Gradient (by DigitalOcean)15.2
  42. #42Domino Data Lab14.7
  43. #43Neptune.ai14.5
  44. #44Colab Pro14.2
  45. #45Northflank14.2
  46. #46AWS13.6
  47. #47Deepnote13.5
  48. #48Microsoft Azure13.5
  49. #49Google Cloud Platform13.3

Ranked Questions