Key Sequence

System Modeling

Notation

New Concepts

• model and model class
• joint probability distribution
• covariance matrix
• increasing expressiveness of your model class without inventing new distributions
  • mixure model
  • transforming distributions
  • generative model
• model fitting
  • MLE
  • MLE for Conditional Gaussian
  • MAP

Important Results / Claims

• Procedure for Building Models
• key challenges of modeling
• transforming distributions
• independent joint probability
• MLE for Gaussian

Questions

Interesting Factoids