Statistics

Learning

Relatively easy questions/concepts from Neel Nanda + me:

• Basics of distributions: expected value, standard deviation, normal distributions

• Log-likelihood

• Random variables

• Central limit theorem

• Law of large numbers

• Linear Regression, Least-Squares, Residual Plots, Overfitting

Based on those general concepts, here are some resources to try out:

• Probability

  • https://seeing-theory.brown.edu/basic-probability/index.html

  • https://medium.com/jun94-devpblog/prob-stats-3-expected-value-variance-and-standard-deviation-bce9303d8da8

  • https://www.probabilitycourse.com/preface.php

• https://www.khanacademy.org/math/ap-statistics

• 3B1B

  • https://www.3blue1brown.com/lessons/clt

  • https://www.3blue1brown.com/lessons/convolutions2