Bryan Shook

Machine Learning Engineer

About Me

Portrait

Hi, I'm Bryan. I'm a CS student at Georgia Tech concentrating in Intelligence and Systems/Architecture, expected to graduate in May 2026. Starting August 2026, I will return as an MSCS student specializing in Machine Learning.

I’m a helluva engineer with experience in Machine Learning, Full-stack development, and systems design. As an undergraduate TA, I’ve had the pleasure of teaching many students, allowing myself to grow as a mentor and collaborator.

I'm currently focused on improving my technical skills within the Machine Learning field by engaging in future research and working on independent projects.

Resume Contact Me

Projects

ROC curve
2025

Lung Cancer CT Scan Classification

Together with a team, utilized the LIDC-IDRI dataset (Lung Image Database Consortium and Image Database Resource Initiative) which contains thoracic CT scans from over 1000 patients to create and compare classification models to aid radiologists.

Machine LearningComputer VisionPandasNumpyPyTorchSklearn
Learn more →
Coupon Flyer
2025

CoupCom

Engineered a B2B2C coupon ecosystem in a team-based Capstone project allowing local businesses to cross-promote via dynamic QR codes. Our team built a randomized distribution engine that digitzes physical foot traffic into a mobile coupon wallet, reducing local market costs compared to traditional print media.

Full-stackReactPostgreSQLEC2FirebaseFlask
Learn more →

Experience

Amazon Personalization

May 2025 – August 2025
Software Development Engineer Intern Irvine, CA
  • Designed a configurable, bulk data ingestion pipeline that reduced the time for developers to onboard new ML model features from 6 weeks to one day.
  • Developed a low-latency online featurization component that allows developers to configure which features to use during inference.
  • Utilized AWS Glue to perform offline ETL.
  • Conducted feature engineering experiments by introducing a 158% increase in features, performed feature importance analysis and distribution studies, and evaluated model performance through key metrics.

Amazon Search

May 2024 – August 2024
Software Development Engineer Intern Palo Alto, CA
  • Leveraged AWS and Amazon internal technologies to improve developer and customer experience on a Search Internal service.
  • Provided continuous integration and continuous development by facilitating automatic deployments to production upon code changes, improving code change to deployment time from 30 minutes to 2 minutes.
  • Migrated front-end to a standardized internal hosting platform which reduced overhead and development time.
  • Rewrote legacy front-end to utilize modern design systems and recommended React and CSS practices.
  • Utilized AWS CDK to define cloud infrastructure such as S3, Dynamo DB, and API Gateway.

Georgia Institute of Technology, College of Computing

January 2025 – December 2025
Undergraduate Teaching Assistant – Computer Organization & Programming Atlanta, GA
  • Directly led two weekly labs for 50 students involving lecture topics, software setup, and real-time programming demonstrations.
  • Supported 800 students by holding 3 hours of weekly office hours and answering forum posts.