Episode notes
YouTube: https://www.youtube.com/watch?v=AU0O_6-EY6s
Topics:
00:00 Intro
01:03 Yusuf’s background
03:00 Multimodal search in tech and humans
08:53 CLIP: discovering hidden semantics
13:02 Where to start to apply metric learning in practice. AutoEncoder architecture included!
19:00 Unpacking it further: what is metric learning and the difference with deep metric learning?
28:50 How Deep Learning allowed us to transition from pixels to meaning in the images
32:05 Increasing efficiency: vector compression and quantization aspects
34:25 Yusuf gives a practical use-case with Conversational AI of where metric learning can prove to be useful. And tools!
40:5 ...