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What are the most important statistics topics to learn for data science?

Colleen Farrelly Colleen Farrelly, Data Scientist/Poet/Social Scientist/Topologist (2009-present) Answered Nov 14, 2018

A few that I can think of off the top of my head:

1. p-values and distributions/ p-değerleri ve dağılımları Link-1
2. generalized linear models/ genelleştirilmiş doğrusal modeller Link
3. Bayesian methods Link
4. trial design/bias reduction Link-1 Link-2
5. nonparametric test creation Link-1 Link-2
6. time series methods Link
7. survival analysis Link
8. likelihood ratio tests
9. least squares estimators
10. Bayesian adaptive trial designs
11. stochastic processes
12. sampling techniques (random, stratified random...)