[ONLINE] Mastering Transformers: From Building Blocks to Real-World Applications (EuroCC)
from
Monday, 11 September 2023 (12:30)
to
Wednesday, 13 September 2023 (16:30)
Monday, 11 September 2023
12:30
Introduction
12:30 - 12:55
12:55
DNN building blocks and how do they work
12:55 - 13:40
13:40
Coffee Break
Coffee Break
13:40 - 13:50
13:50
Hands-on with PyTorch team
13:50 - 15:20
15:20
Coffee Break
Coffee Break
15:20 - 15:30
15:30
Machine Learning Lifecycle
15:30 - 16:20
16:20
Q&A
16:20 - 16:30
Tuesday, 12 September 2023
12:30
Introduction to Attention and Vanilla Transformer
12:30 - 13:30
13:30
Coffee Break
Coffee Break
13:30 - 13:40
13:40
Vanilla Transformer cont. and NLP Applications
13:40 - 14:25
14:25
Coffee Break
Coffee Break
14:25 - 14:35
14:35
Hands-On: Build a simple transformer task
14:35 - 15:35
15:35
Coffee Break
Coffee Break
15:35 - 15:45
15:45
Hands-On: Use (pre-trained) NLP models
15:45 - 16:30
16:30
Q&A
16:30 - 16:45
Wednesday, 13 September 2023
12:30
Transformers in other domains
12:30 - 14:00
14:00
Coffee Break
Coffee Break
14:00 - 14:10
14:10
Deployment
14:10 - 14:50
14:50
Optimisations
14:50 - 15:30
15:30
Coffee Break
Coffee Break
15:30 - 15:40
15:40
Multi-GPU/-node with PyTorch DDP
15:40 - 16:25
16:25
Q&A
16:25 - 16:30