STREAMLINE AutoML: A Detailed Walkthrough скачать в хорошем качестве

STREAMLINE AutoML: A Detailed Walkthrough

This video provides a detailed walkthrough of the 'STREAMLINE' open-source Automated Machine Learning (AutoML) tool. It introduces relevant terminology and then walks through the 9 phases comprising this automated analysis pipeline. This video is specific to STREAMLINE v0.3.4, developed in the URBS-Lab at the Cedars Sinai Medical Center. Video Links: STREAMLINE Code: https://github.com/UrbsLab/STREAMLINE STREAMLINE Documentation: https://urbslab.github.io/STREAMLINE/... STREAMLINE v0.3.4 ArXiv Paper (analyzing OSA data): https://arxiv.org/abs/2312.05461 Other Weblinks: https://github.com/UrbsLab http://ryanurbanowicz.com/ Chapters: 0:00 Introduction & Terminology 3:23 Example Analysis Data 5:57 Getting Started 8:28 Phase 1 - Data Exploration & Processing 16:11 Phase 2 - Imputation & Scaling 18:56 Phase 3 - Feature Importance Estimation 20:29 Phase 4 - Feature Selection 23:07 Phase 5 - Machine Learning Modeling 31:49 Phase 6 - Post-Analysis 35:59 Phase 7 - Compare Datasets 39:20 Phase 8 - Replication 41:44 Phase 9 - Summary Report 42:08 Conclusion