Intro to Deep Learning
Neural-network foundations and automatic differentiation for computational macroeconomics.
Computational macroeconomics
Notebooks
Selected Julia notebooks with code, equations, figures, and saved results. These pages are static reading copies; source files remain available on GitHub.
DeepLearningMacro
Repository ↗Deep Learning for an RBC Model
An Euler-equation deep-learning method applied to a stochastic RBC benchmark.
Deep Learning for the Krusell–Smith Model
A deep-learning Euler-equation method for the Krusell–Smith heterogeneous-agent model.
Sequence-Space Jacobian
Repository ↗Krusell–Smith with Sequence-Space Jacobians
Heterogeneous-agent transitions using sequence-space Jacobians and the fake news algorithm.
RBC Model with Sequence-Space Jacobians
A compact introduction to solving an RBC model with sequence-space Jacobians in Julia.
KS1998
Repository ↗Krusell–Smith (1998) Solver
A Julia implementation of the traditional Krusell–Smith (1998) solution algorithm.