[ONLINE] Mastering Transformers: From Building Blocks to Real-World Applications (EuroCC)
from
Monday, September 11, 2023 (12:30 PM)
to
Wednesday, September 13, 2023 (4:30 PM)
Monday, September 11, 2023
12:30 PM
Introduction
12:30 PM - 12:55 PM
12:55 PM
DNN building blocks and how do they work
12:55 PM - 1:40 PM
1:40 PM
Coffee Break
Coffee Break
1:40 PM - 1:50 PM
1:50 PM
Hands-on with PyTorch team
1:50 PM - 3:20 PM
3:20 PM
Coffee Break
Coffee Break
3:20 PM - 3:30 PM
3:30 PM
Machine Learning Lifecycle
3:30 PM - 4:20 PM
4:20 PM
Q&A
4:20 PM - 4:30 PM
Tuesday, September 12, 2023
12:30 PM
Introduction to Attention and Vanilla Transformer
12:30 PM - 1:30 PM
1:30 PM
Coffee Break
Coffee Break
1:30 PM - 1:40 PM
1:40 PM
Vanilla Transformer cont. and NLP Applications
1:40 PM - 2:25 PM
2:25 PM
Coffee Break
Coffee Break
2:25 PM - 2:35 PM
2:35 PM
Hands-On: Build a simple transformer task
2:35 PM - 3:35 PM
3:35 PM
Coffee Break
Coffee Break
3:35 PM - 3:45 PM
3:45 PM
Hands-On: Use (pre-trained) NLP models
3:45 PM - 4:30 PM
4:30 PM
Q&A
4:30 PM - 4:45 PM
Wednesday, September 13, 2023
12:30 PM
Transformers in other domains
12:30 PM - 2:00 PM
2:00 PM
Coffee Break
Coffee Break
2:00 PM - 2:10 PM
2:10 PM
Deployment
2:10 PM - 2:50 PM
2:50 PM
Optimisations
2:50 PM - 3:30 PM
3:30 PM
Coffee Break
Coffee Break
3:30 PM - 3:40 PM
3:40 PM
Multi-GPU/-node with PyTorch DDP
3:40 PM - 4:25 PM
4:25 PM
Q&A
4:25 PM - 4:30 PM