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Introduction to Machine Learning with Python, Andreas C. Muller and Sarah Guido. O'Reilly, 2017.
"LING 83800: Methods in Computational Linguistics II", Andrew Rosenberg. http://eniac.cs.qc.cuny.edu/andrew/methods2, 2014.
"Introduction to Latent Dirichlet Allocation", Edward Chen, http://blog.echen.me/2011/08/22/introduction-to-latent-dirichlet-allocation, 08/22/2011.
"Topic Modeling for Humanists: A Guided Tour", Scott Weingart, http://www.scottbot.net/HIAL/index.html@p=19113.html, 07/25/2012.
"The LDA Buffet is Now Open", Matthew Jockers, http://www.matthewjockers.net/2011/09/29/the-lda-buffet-is-now-open-or-latent-dirichlet-allocation-for-english-majors, 09/29/2011.
"Introduction to Topic Modeling",Christine Doig, http://chdoig.github.io/pytexas2015-topic-modeling, PyTexas, 2015.
- Appendix: Visualization
- Appendix: Visualizing the Decision Boundary
- Appendix: Feature Extraction Using Bag of Words
- Appendix: Topic Modeling with Latent Dirchlet Allocation (LDA)
- Appendix: Creating a Word Cloud
Much gratitude to Kelsey Chatlosh, Lisa Rhody, and Micheal Grossberg for substantive feedback that worked its way into content.