Andrew Eaton Data Enthusiast

About Me Projects Resume

My Expertise

I am passionate about applying computer science to solve interesting problems. I enjoy writing code in Python and creating blog posts on different projects and concepts.

Code

I primarily use Python 3.7+, Apache Spark, and SQL

OS

I work with the Mac OS

Featured Projects and Blog Posts

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Media Literacy Web Application

  • Natual Language Processing
  • Web Application

I built this open-source web application with my classmates at the University of San Francisco to improve digital media literacy.

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Adversarial Image Detection and Defense

  • Adversarial Images
  • Convolutional Neural Networks

This blog post explores cutting-edge methods to detect and defend against adversarial images.

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Library Book Checkout Classifier

  • Distributed Computing
  • Machine Learning

This project predicts which library books will be checked out next month. We utilized PySpark, Amazon EMR, and H2O to achieve ROC AUC scores above 0.91.

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Style of Beer Classification

  • Data Engineering
  • Machine Learning

This project classifies beers out of a high number of classes through pandas and scikit-learn.

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Argo Data Scraping

  • Web Scraping
  • AWS RDS (PostgreSQL)

This group project included retrieving data from the Argo API, exploratory data analysis, and storing it on AWS RDS.

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Introduction to Gradient Descent

  • Machine Learning Theory
  • Matrix Math

This blog posts covers the basic math of gradient descent, an important topic in machine learning.

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Cancer Subtype Classification

  • Random Forest Classification
  • Cross-validation

This presentation predicts lymphoma subtype based on chromosome copy number variation data.

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Introduction to Convolutional Neural Networks

  • Computer Vision
  • Image Classification

This is an introductory blog post on how computers can learn to recognize and classify images.

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Introduction to Word Embeddings

  • Recurrent Neural Network Theory
  • Natural Language Processing

This blog post covers how word embeddings can vectorize human text. This is an important concept for natural language processing and reccurent neural networks.

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Introduction to the Nodes of a Neural Network

  • Simple Neural Network
  • Neural Network Nodes

This blog post covers how the nodes in a simple neural network operate.

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