Insights into Peer Reviews: A Text Analysis Pipeline Built on Google Cloud

2022 Michigan IT Symposium - Helping to shape the future of learning, research & care - November 16 & 17, 2022

We have developed and implemented a pipeline that can take peer review text from MWrite courses, and perform the text classification with PeerBERT algorithm as a deep learning architecture.

This is a multi-faceted approach that uses multiple tools:

  • OpenShift & Jenkins for daily cron job to retrieve course info and peer review results
  • Google Cloud Services
  • BigQuery for flexible data storage
  • Vertex AI to build and deploy machine learning solutions
  • PyTorch and the RoBERTa transformer architecture to perform powerful natural language processing and inferences
  • Tableau to build interactive and intuitive dashboards that delivers focused insights for instructors and students

Insights into Peer Reviews: A Text Analysis Pipeline Built on Google Cloud - Slide Presentation

Presenters

Kapotaksha Das | ITS, Amber Dood | LSA, Lance Sloan | ITS, Kenny Moore | ITS

Category

Digital Fluency for a Digital Future

Area(s) of Focus

Teaching & Learning, Research