STREAMLINE AutoML: A Detailed Walkthrough
Автор: URBS-Lab with Ryan Urbanowicz
Загружено: 2024-01-15
Просмотров: 292
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
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