1. Concepts and techniques ========================== .. toctree:: :maxdepth: 1 anova.md bias_variance_tradeoff.md bootstrap.md causation.md clt.md derivatives.md max-likelihood.md mode.md ols.rst pca.md simulation.md .. admonition:: To cover next: Concepts - indentification - inference - overfitting - `spurious regression `__ .. admonition:: To cover next: Theorems - `Bayes theorem `__ - Gauss-Markov theorem .. admonition:: To cover next: Research design - replication, replicability - `complexity bias `__ .. admonition:: Peer publication You may want to consult `Library of Statistical Techniques (LOST) `__ to see some of the concepts in action, mainly with R code.