ML for Social Science, Fall 2026

Resources
Outline:Book office hours:

Class files
i1 Session 1: Workflow and ML regression Interactive slides Print slides (pdf)
    R code: Quarto HTML Python code: Jupyter Quarto HTML
i2 Session 2: Classification Interactive slides Print slides (pdf)
    R code: Quarto HTML Python code: Jupyter Quarto HTML
i4 Session 3: Causal ML and measurement Interactive slides Print slides (pdf)
    R code: Quarto HTML Python code: Jupyter Quarto HTML
i6 Session 4: Traditional NLP and Linguistics Interactive slides Print slides (pdf)
    R code: Quarto HTML Python code: Jupyter Quarto HTML
i7 Session 5: Embeddings Interactive slides Print slides (pdf)
    R code: Quarto HTML Python code: Jupyter Quarto HTML
    Implementing word2vec in Colab  
i8 Session 6: Topic modeling Interactive slides Print slides (pdf)
    Python code for LDA: Jupyter Quarto HTML R code for STM and ETM: Quarto HTML