Cambridge Ellis Unit Seminar Series - Dr. Zeynep Akata- 30 Nov 2022- 2pm

Add to your list(s) Download to your calendar using vCal

• Speaker to be confirmed
• Wednesday 30 November 2022, 14:00-15:00
• https://eng-cam.zoom.us/j/81372937651?pwd=c25tWFR4dzZvTlVwTUx2aE9WdXp5dz09.

If you have a question about this talk, please contact Kimberly Cole.

Title: “Explainability in Deep Learning Through Communication”

Abstract: Clearly explaining a rationale for a classification decision to an end-user can be as important as the decision itself. Such explanations are best communicated to the user via natural language. In a conversation, communication is most effective if the speaker understands the purpose of the listener. In this talk, I will present my past and current work on Explainable Machine Learning combining vision and language. Focusing on learning simple and compositional representations of images discriminating properties of the visible object and jointly predicting a class label, I will demonstrate how our models explain why the predicted label is or is not chosen for the image as well as how we improve the explainability of deep models via conversations.

This talk is part of the Cambridge Ellis Unit series.

This talk is included in these lists:

• Cambridge Ellis Unit
• Hanchen DaDaDash
• Interested Talks
• https://eng-cam.zoom.us/j/81372937651?pwd=c25tWFR4dzZvTlVwTUx2aE9WdXp5dz09

Note that ex-directory lists are not shown.