This repository contains slides and links related to my 2022 Mathematical Association of America Distinguished Lecture Series talk, entitled "Mathematics in Data Science."
The following items are mentioned in the talk and appear in the slides.
- Vaccination data
- Cloud computing tool (Deepnote)
- Great Expectations
- How Algorithms Create and Prevent Fake News
- Discrimination in Online Ad Delivery: Google Ads, Black Names and White Names, Racial Discrimination, and Click Advertising
- MNIST database of handwritten digits
- VGG16 Network Architecture
- Created by Simonyan and Zisserman, 2014
- Image from this blog post
- A few papers on double descent
- Belkin et al. (posted to arXiv in 2018, published in 2019)
- Advani et al.
- Bubeck and Sellke
- Visualizing clusters of neurons in a deep neural network