Eric Canton

Mathematician Data Scientist Educator

I'm looking for a new career in machine learning and data science because I want to apply my mathematical training and problem-solving skills to projects that have tangible impacts.

Currently, I live in Ann Arbor, MI, but will be based out of Eau Claire, WI after mid-summer 2020. I'm hoping to work remotely, or in-person around Eau Claire or Minneapolis.


Find/contact me:

GitHub

LinkedIn

eric.d.canton@gmail.com

Machine learning

Sleep classification CNN

Using a convolutional neural network and short-term Fourier transforms (spectrograms) of accelerometer data, we can distinguish awake from asleep at 85-90% TPR with 60% FPR.

(Joint with Dr. Olivia Walch)

Check it out in Google Colab

Unsupervised clustering of houses for sale

My partner and I are moving to Eau Claire, WI. To better understand the housing market there, I use k-means and OPTICS to segment for-sale house listings I scraped from Trulia.com.

The clustering was based on density of nearby venues, and also categories of nearby venues like coffee shops and parks/playgrounds, fetched from Foursquare's REST API.

Check it out on my GitHub

Pure mathematics

My research in pure mathematics is in the intersection of algebraic geometry, commutative algebra, and harmonic analysis.

Accepted for publication in Pure and Applied Mathematics Quarterly.

Based on PhD Thesis.

Harnessing the powerful theory of Berkovich spaces, I prove a collection of theorems about singular algebraic varieties over positive characteristic fields. Reflecting deep connections between Berkovich spaces and Fourier transforms, I convert difficult bounds on singularities (derivative condition) to linear inequalities on transforms (algebraic condition).

Journal of Pure and Applied Algebra, Vol. 220, Issue 8, August 2016, pp. 2879–2885.

By giving new, explicit formulae for the Frobenius action on local cohomology of certain kinds of projective varieties, I extend theorems of B. Bhatt and A. Singh relating singularities of these varieties to their cohomological structure. The key idea is to apply the local cohomology functors to graded free resolutions of the varieties' ideals.

Illinois Journal of Mathematics, Volume 60, Number 3-4 (2016), 669-685.

Joint with Daniel Hernández, Karl Schwede, and Emily E. Witt.

We study new families of varieties where the log canonical and F-pure thresholds do not coincide; these are two numerical measures of singularities that have deep, mysterious connections. We also study a volume called the F-signature whose derivatives I related to other volumetric invariants of singularities as an undergraduate, working with Karl.

Contact me at eric.d.canton@gmail.com