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ejw-data


I'm Erin Wills. I have a background in Chemical Engineering but my early career was about developing logic on a highly proprietary system and transferring that software to a client's system. In recent years, I have been interested in using more open source tools that are transferable among many industries and are always expanding and evolving.

For detailed information about me, please visit my github website: https://ejw-data.github.io/


Currently working with:

pySpark Python SQL SQLAlchemy MongoDB Tableau Databricks JavaScript R Excel

My IDE's

VSCode Jupyter Notebook PyCharm Google Colab

Learning Objectives Recently Complete:

  • Geospacial - QGIS, geopandas, PostGis
  • Linear and Mixed Integer Programming
  • Data Structures (linked lists, stacks, etc)
  • Algorithms (recursion, path/routing, NEH heuristic, etc)
  • Advanced SQLAlchemy

Learning Objectives Mostly Complete:

See my github website for more information.

  • Simulations (python discrete event)
  • Time Series Analysis
  • Machine Learning Overview
  • Data Preprocessing

Upcoming Learning Topics

  • MLOps and Pipelines
  • LSTM Neural Networks
  • NEAT Neural Networks
  • PyTorch
  • Rust

Previously worked with:

JMP, Minitab, MS Access, PHP, Matlab, MathCad, MS SharePoint, Adobe Illustrator, Adobe InDesign, Adobe Premier, Adobe Photoshop, Adobe XD

Erin Wills's Projects

algo-neh icon algo-neh

Example of NEH (Nawaz, Enscore, Ham) heuristic - a heuristic algorithm that suggests giving higher priority to jobs with longer total processing time

d3-scatterplot icon d3-scatterplot

Example of a D3 generated graphic. The scatter plot includes selectable axis labels which in effect allows 9 plots to be generated.

devops-setup icon devops-setup

This repo shows the process of automating common repository tasks like formatting code, performing linting tasks before merging, applying unit testing, and other automations through git and github events.

ejw-data icon ejw-data

Github profile readme including biography and current and upcoming projects

ejw-data.github.io icon ejw-data.github.io

Static website (HTML5, CSS3, JS) displaying portfolio content generated from Jekyll static website generator. The Hydejack theme was used but modified.

etl-election-reporting icon etl-election-reporting

Used pandas to resolve discrepencies in real-time election poll results and moved data to postgres.

excel-one-hot-regression icon excel-one-hot-regression

Example showcasing why dropping a column for one-hot-encoded data is appropriate and example showing the effects variance has on multi-regression coefficients.

excel-vba-webscraping icon excel-vba-webscraping

Excel Application that uses VBA to scrape website directory information and populate sheets.

html-css-circle-menu icon html-css-circle-menu

Interactive graphic made with css that has hover effects. Used as a graphical navigation menu or organizational chart.

leaflet-citibike icon leaflet-citibike

Leaflet map showcasing the use of custom markers associated with layers

leaflet-earthquakes icon leaflet-earthquakes

Example of using Leaflet and Mapbox. This map shows the location, magnitude and depth of earthquakes by customizing the markers.

ml-classification-alarms icon ml-classification-alarms

Example of using clustering and classification in conjunction to to determine a boundary line between data and normal deviations and outliers.

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