Projects

My Work

Please check out my GitHub account to see the code for the following projects!

Trevor Shumway virtual schema manager website group's website
AI Meme Search

Backend: Node.js
Frontend: React
AI: Open AI for meme descriptions and vector embeddings
Data: Pinecone (Vector DB), DynamoDB
Hosting:Elastic Beanstalk, S3, Cloudfront
Authentication: Firebase

Uses a vector database to store and retrieve descriptions of memes, allowing for AI-powered search.
Users upload memes and each meme is described by Open AI. This description is vectorized and stored in Pinecone. When users search for memes, their search is vectorized then used to query Pinecone and the 10 most similar memes are returned.

Trevor Shumway virtual schema manager website group's website
Virtual Schema Manager

Backend: Java Spring Boot
Frontend: React
Data: Postgres RDS
Hosting:Elastic Beanstalk, Docker, S3, Cloudfront, ELB

Dynamically creates a virtual database schema at runtime using metadata stored in an RDS, allowing users to flexibly create, edit, and delete both schema definitions and records without downtime. This approach solves a real pain point around working with relational databases, combines relational and dynamic paradigms, and is technically interesting! It showcases my ability to solve complex problems with innovative solutions.

Trevor Shumway and group's website about the opioid crisis
Apex Predator
(Master's Capstone Project)

We built a Salesforce package that ingests a natural language user story and uses AI to generate unit tests to validate the user story.

I primarily worked on the AWS stack of this project including Lambda Functions, Lambda Layers, API Gateway, RDS, and SQS. I also helped out on the Salesforce side with the Apex (Salesforce's Java-like programming language) and UI.

Our team also fine-tuned a Chat GPT-3.5 model to increase reliability and successful compilation rate of the Apex code returned by Open AI.

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Trevor Shumway's movie voting web app
Movie Voting

I built this because my family often cannot decide on a movie to watch together. Sometimes we would be so indecisive that our opportunity to watch a movie passed and we ended up watching nothing.

This is a simple C# ASP.NET CRUD app that facilitates group voting for a movie to watch. I had this deployed on AWS Elastic Beanstalk.



Trevor Shumway and group's website about restaurants in Utah Valley
Utah Car Accident Awareness
(School Project)

Built with the ASP.NET framework, deployed on Elastic Beanstalk with RDS & elastic load balancer.

The app was connected to an interactive ML model that Predicts car crash severity based on certain variables. We designed this app to help lawmakers in Utah legislate based on significant ML insights and reduce car crashes.

Trevor Shumway and group's website about restaurants in Utah Valley
Opioid Crisis Website
(School Project)

Built with Python Django and uses PostgreSQL. Is a CRUD app and was connected via API to an Azure ML model that recommends non opiate drugs for doctors to prescribe.

We wanted to help doctors prescribe less opioids, which is currently one of the best ways to remediate the opioid crisis.