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ejw-data/README.md

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

Pinned

  1. ejw-data.github.io ejw-data.github.io Public

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

    HTML 4

  2. ml-myopia ml-myopia Public

    A variety of machine learning techniques used to identify nearsighted patients

    Jupyter Notebook 6 1

  3. etl-election-reporting etl-election-reporting Public

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

    Jupyter Notebook

  4. proj-gradebook proj-gradebook Public

    Development of a database, flask server, and bootstrap dashboard that will aid in monitoring student performance.

    Jupyter Notebook

  5. python-cryptography python-cryptography Public

    Explores the mathematical processes involved in cryptography by implementing a simple Diffie-Hellman Key and creates a terminal program for sending encrypted information.

    Python 1

  6. google-colab-etl-amazon-reviews google-colab-etl-amazon-reviews Public

    Using Spark and Amazon RDS to clean and summarize amazon reviews to determine usefulness of product feedback

    Jupyter Notebook 1