triage
import disordered dataset
model naïvely clusters data
human corrects cluster assignments
organize
human organizes the identified clusters into hierarchy
model learns hierarchy within clusters
human corrects hierarchy
automate
model automatically identifies and categorizes new incoming data
corrected samples retrain the model in an active learning loop
human supervision for low confidence samples
human quality assurance for model accuracy measurement
conditional HitL
model training framework
This framework streamlines interactive, UI-based model training with a task flow and interactive machine learning heuristics based on my publications SHARKZOR: Human in the Loop ML for User-Defined Image Classification and Interactive Machine Learning Heuristics.
- ChatGPT
upon checking again, there are indeed two ‘r’ characters in the word ‘strawberry’