Weekly material
Weekly material
PUBL0099: Quantitative Text Analysis for Social Science
Course Information
Schedule
Assessment Guidelines
Weekly material
1
Representing Text As Data (I): Bag-of-Words
2
Similarity, Difference and Complexity
3
Language Models (I): Supervised Learning for Text
4
Language Models (II): Topic Models
5
Designing Research Projects and Collecting Text Data
6
Causal Inference with Text
7
Representing Text as Data (II): Word Embeddings
8
Representing Text as Data (III): Word Sequences
9
Language Models (III): Neural Networks, Transfer Learning and Transformer Models
10
Lanuage Models (IV): Applying Large Language Models in Social Science Research
Appendices
R Refresher
Introduction to the Tidyverse
Coding Help
Assessment Guidelines
1
Representing Text As Data (I): Bag-of-Words