In this page I list some of the material I curated as the instructor-of-record for CS4664 – Data-Centric Computing Capstone at Virginia Tech (Spring ’22). It would please me to furnish this material for everyone’s use. Kindly give proper citation to my name and website if you reuse this material.
Slides and coding demos:
- Hello World!
- Intro to ML
- Python ML Demo (Google Colab code)
- Intro to Deep Learning
- Semi-supervised learning
- Meta-learning
- Interpretability in ML
- Negative Results in Computer Vision
Assignments:
- Assignment 1 – Getting your feet wet with machine learning
- Assignment 2 – Getting hands dirty
- Quiz 1 – The 2nd best way
- Quiz 2 – Reading and Writing Papers
- Quiz 3 – Seeds and Deep Learning
Term project requirements and milestones