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From Paper to Product - How We Implemented BERT
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- 1 Introduction
- 2 About the talk
- 3 How did it start
- 4 What happens when the customer is waited
- 5 Good old AI
- 6 Visionary
- 7 English
- 8 German
- 9 Product
- 10 Customer Feedback
- 11 Part of Speech Tagging
- 12 Architecture
- 13 Stanford NLP
- 14 Reinventing the wheel
- 15 What is BERT
- 16 What is supervised training
- 17 Unsupervised learning
- 18 Unsupervised training
- 19 Semisupervised training
- 20 Input structure
- 21 Transformer block
- 22 What is good
- 23 What is bad
- 24 How did we do it
- 25 BERT parameter tuning
- 26 Preprocessing
- 27 Word pieces
- 28 Morphemes vs morphs
- 29 Dictionary size
- 30 How does it look
- 31 What did we save
- 32 Training
- 33 Training Results
- 34 Future Plans
- 35 Backend
- 36 ZukaText
- 37 Whats next
