Imported things to learn

Imported from HTML on my website on 2022-03-26 13:51.

Things to learn

There’s a lot of concepts and math things and programming thingies that I want to learn about and understand some day, but they keep popping up faster than I can keep up. This is the last iteration of my attempts to systematize those.

The way I intend to this page is that I dump things that I want to understand here, and some day, I hopefully come to the page, spend a couple hours studying, and write down my own understanding of them and link to it. That way hopefully if I ever forget what those things are or how they work, I can go back to them digested right for the way my mind works, and optimize them.

Also, prioritizing those has become a problem. I don’t have a systematic solution for that so far.

Math

  • Laplace transform
  • Signal processing
    • Fourier transform
    • Gabor wavelet transform

Statistics and methodology

  • single-variable variance
  • Paul Neal Cronbach multi-trait multi method construct validation process
  • multi-variable correlation
  • factor analysis
  • parametric regression
  • Kolmogorov-Smirnov test
  • Theoretical construct
  • What is “hazard ratio”?
  • Kurtosis
  • Bonferoni adjustment (on P-values)
  • F-distribution
  • Student’s t-distribution
  • Chi-squared distribution
  • Samuelson optimization
  • Arrow-Debreu lattice state-space
  • Kelly’s method (for allocations)
  • T-statistic

Computer science

Machine learning and AI

  • Tensorflow
    • TFX
    • Probability
  • Boltzmann machines
  • Xavier initialization
  • Batch normalization
  • RMSprop
  • Kernel methods
  • Bayesian statistics
  • Support vector machines
  • Deep belief networks and how to greedily train them
  • Deep Boltzmann machines
  • LSTMs
  • t-SNE
  • Message-passing neural network

Computer stuff cool kids use

  • VueJS
  • Node.js

Psychology

Finance

  • Black-Scholes equation
  • Measures of money supply (M0 … M4)

Rationalist signalling

  • Connection theory charting
  • Immunity to change mapping (by Kegan)

Other hacks

  • Teeline shorthand
  • Trachenberg system (of rapid mental calculation)
  • Mechanism design