math/statistics/econometrics (STEM) | programing/systems (STEM) | data management and visualization/analytics (social science) | |
---|---|---|---|
people | debashis, haydee, iming, jeff, dan, paul, sarah | sunil | adam |
basics | mean, median, mode, standard deviation, correlation, distributions, probability | packages, interpreter, IDE, lists, data frame, assignment, etc | data import/export, recoding, labelling; scatterplots, line plots, bar charts, histograms |
intermediate | OLS regression | ? | data merging; APIs; classification trees, k-nearest neighbors; 3D-graphs, fit plots, animated graphs, thematic/choloropleth maps |
advanced | logistic and multinomial regression, GLM, time series, panel data | ? | ? |