Useful Links
This post keeps all of the tutorials and resources I find myself regularly sharing with others.
For a longer and less discriminate list of resources, see this list.
Books:
- Natural Language Processing: https://web.stanford.edu/~jurafsky/slp3/
- Causal Inference: https://www.hsph.harvard.edu/miguel-hernan/causal-inference-book/
- Grounded Theory / qualitative methods: Constructing Grounded Theory: A Practical Guide through Qualitative Analysis by Kathy Charmaz (2006): http://www.sxf.uevora.pt/wp-content/uploads/2013/03/Charmaz_2006.pdf
Links:
- Embeddings: https://vickiboykis.com/what_are_embeddings/
- Relational database indexing: https://use-the-index-luke.com/
- Data analysis/regression: https://stats.oarc.ucla.edu/other/dae/
- Topic modeling: https://maria-antoniak.github.io/2022/07/27/topic-modeling-for-the-people.html
Papers: -“Reliability and Inter-rater Reliability in Qualitative Research: Norms and Guidelines for CSCW and HCI Practice”: https://dl.acm.org/doi/abs/10.1145/3359174
Paywalled links: