12L – Low resource machine translation
Channel: Alfredo Canziani
Date: 02/07/2021

Course website: http://bit.ly/DLSP21-web
Playlist: http://bit.ly/DLSP21-YouTube
Speaker: Marc'Aurelio Ranzato
Slides: https://bit.ly/DLSP21-12L

Chapters
00:00 – Welcome to class
01:56 – Machine translation
11:08 – Beam search
19:40 – How alignment works
24:56 – Translation with uncertainty
29:13 – Evaluation
31:45 – The long tail of languages
35:10 – Study case: Nepali ↔ English translation
43:45 – Low resource machine translation
49:35 – FLoRes evaluation benchmark and process
56:35 – ML perspective
58:13 – Supervised learning
1:05:15 – Self-supervised learning (DAE)
1:07:35 – Semi-supervised learning (ST)
1:15:23 – Semi-supervised learning (BT)
1:19:03 – Semi-supervised learning (ST + BT)
1:21:53 – Multi-task/-modal learning
1:24:01 – Domain adaptation
1:28:50 – Unsupervised MT
1:39:17 – FLoRes Ne-En
1:47:02 – Source target domain mismatch
1:56:39 – Final remarks