menu

About Me

I'm Andrew Simonson, a Data Scientist at Ecolab and a graduate Data Science student at Rochester Institute of Technology, having recently completed the Computer Science BS program (international relations minor) with a focus on probability theory.

I started in ~2017, reverse engineering probablistic logic models in games and developing interfaces to recreate my findings for friends. Now I develop tracable AI built on deductive reasoning, maintaning scientific methodology in an industry obsessed with implicit rules and exclusive empiricism. As the analysis grew more sophisticated, so too did the tech stack - to the point that I now manage most services, like this website, end to end, container image to insight visual.

I get bored and throw random stuff on this website. It's a form of unprofessional development and I swear by this form of learning.

I also have a resume for some reason.

Skills

Tools
Microsoft Azure
Databricks
Data Factory
Stream Analytics
Databricks
Apache Spark
Visual Basic for Applications (Excel)
Data and AI
Python
PyTorch/TensorFlow
Numpy/Pandas
Scikit/Sklearn
Selenium/BS4
Pyspark
R
SQL
Frontend
Flask (Python)
React (Javascript)
SASS/SCSS
Backend & DevOps
Backend
Rust
C#
DevOps
Docker
Microsoft Azure
Kubernetes/Openshift
Cloudflare
Bash

Projects

RIT Hotspots

WIP

Ref image for RIT Hotspots project

Live crowd migration map using RIT occupancy data

Antietam-Conococheague Watershed Monitoring

complete

Ref image for Antietam-Conococheague Watershed Monitoring project

Geospacial analysis of Maryland's Antietam and Conococheague sub-watersheds, monitoring water quality and temperatures through the summer months for reporting to governmental review boards for environmental protection

Automotive Brand Valuation Analysis

complete

Ref image for Automotive Brand Valuation Analysis project

Brand valuation analysis of the used car market, measuring value decay by mileage to extrapolate qualities such as percieved reliability and persistent value of luxury features.

Calorimetry Analysis Engineering

complete

Ref image for Calorimetry Analysis Engineering project

An analytical toolkit designed for reactive chemistry analysis, especially calorimetry. Works include automatic analysis, alerting unusual and dangerous results derived from a wide range of testing envrionments and equipment

Geography of Alternative Energy

complete

Ref image for Geography of Alternative Energy project

An ArcGIS geospacial analysis comparing the difference in effectiveness of wind, solar, and geothermal energy across the continental 48 United States.

OccupyRIT

complete

Ref image for OccupyRIT project

Collects RIT Gym Occupancy data, determining busiest workout times

Portfolio Website

WIP

This website is my personal sandbox where I've integrated some of my data projects via docker cluster. It is self hosted and zero-trust secure while remaining dynamic and free of the tech debt that comes with pre-designed sites and excessive framework application. Yeah, I can do E2E.

Slate

complete

Ref image for Slate project

Slate is a web app designed to help event coordinators schedule events by congregating participant calendar data. Includes Computer Science House account integration

Monte Carlo Engine for NationsGame

complete

Ref image for Monte Carlo Engine for NationsGame project

A simulator for the browser game, NationsGame, to analyze unit composition and predict in-game victors and unit statistics. Unfortunately, NationsGame is now defunct. Limited screenshots of functionality.