Presenters: Kapotaksha Das | ITS, Amber Dood | LSA, Lance Sloan | ITS, Kenny Moore | ITS
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 the 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 deliver focused insights for instructors and students