Computer Science
Natural Language Processing
- Kurscode
- 252-3005-00
- Hochschule
- ETH Zurich
- Fachgebiet
- Computer Science
- Verfügbare Sprachen
- EN
Akademie
Lernmaterialien
- Merkblatt
Conceptual Summary
PDF · 0.9 MB
- Vorlesungsnotizen
Section 1: Backpropagation
PDF · 0.8 MB
- Vorlesungsnotizen
Section 2: Log-linear Models
PDF · 0.9 MB
- Vorlesungsnotizen
Section 3: MLP and Sentiment Analysis
PDF · 1.5 MB
- Vorlesungsnotizen
Section 4: Language Modeling with n-gram and RNNs
PDF · 2.1 MB
- Vorlesungsnotizen
Section 5: Part-of-speech Tagging with CRFs
PDF · 2.7 MB
- Vorlesungsnotizen
Section 6: Transliteration with WFSTs
PDF · 2.7 MB
- Vorlesungsnotizen
Section 7: Context-free Parsing with CKY
PDF · 1.7 MB
- Vorlesungsnotizen
Section 8: Dependency Parsing with MTT
PDF · 2.4 MB
- Vorlesungsnotizen
Section 9: Semantic Parsing with CCG
PDF · 3.3 MB
- Vorlesungsnotizen
Section 10: Machine Translation with Transformers
PDF · 3.4 MB
- Vorlesungsnotizen
Section 11: Axes of Modeling
PDF · 2.1 MB