ULTRON LAB

economics & finance, played by hand

Station E01

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Where this goes in the real world

Every station runs its pure, tested core from learn/econ/ — the same files the verify suite proves. Curriculum rebuilds the open lectures of QuantEcon and Deep Learning for Solving and Estimating Dynamic Economic Models (links below). Built by @srivtx.

The source ladder

Twenty sources, one wing — every rung linked

This wing was built by reading the sources below end to end and rebuilding each idea as a machine you can drive. Stations E01–E08 stand on the QuantEcon lecture catalog; E09–E12 stand on the twelve chapters of Deep Learning for Solving and Estimating Dynamic Economic Models. Read the original, then come back and play.

QE · catalogThe eight-course lecture series QE 1 → E01 E02 E03 E04 E05 E06A First Course in Quantitative Economics QE 2 → E03 E05 E06Intermediate Quantitative Economics QE 3 → E05Advanced Quantitative Economics QE 4 → E09Quantitative Economics with JAX QE 5 → E07Continuous Time Markov Chains QE 6Quantitative Economics with Julia QE 7Economic Modeling and Data Science QE 8Python Programming for Economics and Finance DEQN · bookDeep Learning for Solving and Estimating Dynamic Economic Models DEQN 1 → E09Introduction to Machine Learning and Deep Learning DEQN 2 → E09Deep Equilibrium Nets DEQN 3 → E09The International Real Business Cycle Model DEQN 4 → E09Neural Architecture Search and Loss Normalization DEQN 5 → E08Overlapping Generations Models with DEQNs DEQN 6 → E08Heterogeneous Agents and Young's Method DEQN 7 → E10Physics-Informed Neural Networks DEQN 8 → E07 E10Heterogeneous Agent Models in Continuous Time DEQN 9 → E11Gaussian Processes DEQN 10 → E11Deep Surrogate Models and Structural Estimation DEQN 11 → E12Climate Economics and Deep Uncertainty Quantification DEQN 12 → E12Synthesis and Outlook

Courses and chapters marked "next rungs" in the ladder above (QE Julia, Data Science, JAX internals) are adjacent material the wing draws on but does not yet rebuild station-by-station — an honest roadmap, not a claim. All sources are open lectures by their authors; this wing is an independent study companion that links and credits them.