This video provides a walkthrough of running the 'STREAMLINE' Automated Machine Learning (AutoML) tool within the available Google Colab Notebook. This video covers (1) who this run mode is best suited for, (2) advantages and disadvantages, (3) installation, (4) running the Colab Notebook in both 'Easy' and 'Manual' Modes, and (5) provides a look at the STREAMLINE PDF reports automatically generated by the 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/index.html 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 1:57 Running the DEMO 3:33 Running Your Data 4:05 Easy Run Mode 8:25 Summary Report Walkthrough 9:44 Manual Run Mode 13:24 Conclusion