| # | Entity | Score |
|---|---|---|
| 01 | Google Colab | 68.1 |
| 02 | RunPod | 50.3 |
| 03 | Amazon SageMaker | 40.7 |
| 04 | Lambda Labs | 34.1 |
| 05 | Kubeflow | 32.7 |
| 06 | Kaggle | 30.7 |
| 07 | Hugging Face Spaces | 30.2 |
| 08 | 로컬 + 클라우드 조합 | 30.0 |
| 09 | Vast.ai | 28.5 |
| 10 | Kaggle Kernels | 26.9 |
| 11 | 카카오클라우드 (kakaocloud.com) | 25.0 |
| 12 | Google Vertex AI | 22.7 |
| 13 | GCP | 20.3 |
| 14 | AWS | 20.3 |
| 15 | Azure | 20.3 |
| 16 | aws.amazon.com | 19.2 |
| 17 | Paperspace | 18.7 |
| 18 | H2O.ai | 17.8 |
| 19 | Hugging Face ecosystem | 17.7 |
| 20 | wandb.ai | 16.9 |
| 21 | Azure Machine Learning | 16.9 |
| 22 | Weights & Biases (W&B) | 16.9 |
| 23 | Railway | 15.4 |
| 24 | KNIME | 15.0 |
| 25 | Render | 13.5 |
| 26 | RapidMiner | 11.5 |
| 27 | SaladCloud | 10.2 |
| 28 | Google Teachable Machine | 10.0 |
| 29 | MLflow | 10.0 |
| 30 | TensorDock | 9.4 |