Learning Scikit-Learn
This is the slide presentation for UCLA OARC/IDRE Workshop "Learning Scikit-Learn: Basics" in Summer 2021.
The pdf slide and the demo files can be downloed from the github repo: https://github.com/huqy/learning-sklearn
Video Chapters:
00:00 Opening remarks
03:25 Knowing scikit-learn in minutes
12:21 Simplified workflow for a machine learning project
15:09 Data input, loader and generator
20:20 Splitting the data
24:51 Scikit-learn core objects
29:11 Data pre-processing
32:08 Models and meta-estimators
43:35 Model persistence
48:29 Scikit-learn extension libraries
53:32 Key Takeaways