./root / Note / Topic

2024 April - July

  • Deterministic Rational Choice
  • Rational Choice under Risk and Uncertainty
  • Behavioral Choice under Risk and Uncertainty
  • Sequential Decision Making and Value of Information
  • Intertemporal Choice
  • Static Games
  • Dynamic Games
  • Applications of Game Theory
  • Strategic Interaction with Incomplete Information
  • Adverse Selection, Moral Hazard
  • Math

  • History & Machine Learning Fundamentals
  • Maximum Likelihood Estimation
  • Logistic Regression
  • Backpropagation
  • Numerical Differentiation
  • Universal Approximation
  • Cost Functions
  • Activation Functions
  • Data Preprocessing
  • Weight Init
  • Regularization
  • Convolutional Neural Networks
  • Normalization
  • Pretraining / Development Process Basics
  • Evaluation
  • Upsampling
  • Autoencoders
  • General Attention
  • Transformers

  • Groups, Vector Spaces, Linear Combination/Independence, Basis/Rank
  • Linear Mappings, Affine Spaces, Norm
  • nner Products, Orthogonality, Projections, Determinant
  • Eigenvalues/-vectors, Eigendecomposition/Diagonalization, SVD
  • SVD Applications, Derivative-1d, Continuity, Taylor Series
  • Partial Derivatives, Critical Points, Gradient Descent
  • Lagrange Multipliers, Dimensionality Reduction, PCA
  • PCA Applications, Probability Theory
  • Sum/Product Rule, Bayes Theorem, Expectation
  • Variance, Probability Distributions, Central Limit Theorem
  • Estimators, Bias-Variance Decomposition
  • Confidence Intervals, Hypothesis Testig, Multiple Testing, Information Theory

  • Buchführung
  • Erstellung des Jahresabschluss
  • Körperschaftsteuer
  • Bewerbesteuer
  • Bilanzanalyse
  • Einkommensteuer

misc.

Reviews of various canned Sardines.

  • A1
  • A2
  • B1

  • B2
  • C1
  • C2

About

Projects