Quantitative Testing with Concept Activation Vectors (TCAV) - 2018
Center for Language & Speech Processing(CLSP), JHU via YouTube
Overview
Syllabus
Intro
Types of interpretability methods
Goal
our work TCAV: Testing with Concept Activation Vectors
Defining concept activation vector (CAV)
TCAV core idea: Use CAV to get prediction sensitivity
TCAV is generalization of saliency maps for concepts
recap: Testing with Concept Activation Vectors
Sanity check experiment setup
Human subject experiment: Can saliency maps communicate the same information?
Googlenet
Inception V3
TCAV for Diabetic Retinopathy
Summary: Testing with Concept Activation Vectors
Questions?
Taught by
Center for Language & Speech Processing(CLSP), JHU