pydimple documentation

Proof-of-concept package implementing dimple (‘debiased inference made simple’) from “Simplifying debiased inference via automatic differentiation and probabilistic programming” (link).

• Examples
  • Example 1: expected density
  • Example 2: nonparametric \(R^2\)
  • Example 3: longitudinal G-formula
  • Example 4: calling pydimple.estimate more than once
• Primitives
  • Primitives that depend on underlying distribution
  • Pointwise operations
  • Other primitives
• Estimation
  • estimate()
• Core Classes
  • Graph
  • Distribution
  • Constant
  • Operator
  • PointwiseFunction
  • L2

• Index

• Search Page