| # | Entity | Score |
|---|---|---|
| 01 | Amazon SageMaker | 87.7 |
| 02 | Google Vertex AI | 72.5 |
| 03 | Azure Machine Learning | 47.3 |
| 04 | PyTorch | 35.6 |
| 05 | TensorFlow | 28.9 |
| 06 | Gemini | 28.0 |
| 07 | Scikit-learn | 22.5 |
| 08 | IBM Watson Studio | 22.0 |
| 09 | Keras | 20.3 |
| 10 | MLflow | 19.9 |
| 11 | Google Colab | 18.9 |
| 12 | AutoAI | 16.8 |
| 13 | 기아 레이 | 15.8 |
| 14 | Amazon Nova | 15.6 |
| 15 | DeepSpeed | 15.4 |
| 16 | Hugging Face ecosystem | 15.0 |
| 17 | Llama | 14.7 |
| 18 | H2O.ai | 14.2 |
| 19 | Qwen | 14.1 |
| 20 | DataRobot | 13.7 |
| 21 | DeepSeek | 13.5 |
| 22 | HyperPod | 13.1 |
| 23 | Claude | 12.5 |
| 24 | Weights & Biases (W&B) | 12.5 |
| 25 | Kaggle | 10.8 |
| 26 | Databricks | 9.4 |
| 27 | Kubeflow | 7.9 |
| 28 | Vertex AI Free Tier | 7.5 |
| 29 | AWS | 5.0 |
| 30 | 구글 | 4.9 |