The ML Scenario Manager in SAP Data Intelligence serves as a centralized platform to efficiently organize, manage, and execute machine learning (ML) scenarios. An ML scenario refers to a comprehensive workspace encompassing various components crucial for ML projects such as datasets, pipelines, Jupyter Notebooks, and monitoring tools.