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holomorphic-dynamicslisted

Educational pack for holomorphic dynamics, complex iteration, fractal geometry, and data-driven dynamics (DMD/Koopman). Use this skill when the user asks about: complex dynamics, iteration on the complex plane, Julia sets, Mandelbrot sets, fixed points and stability, period doubling, bifurcation, topology of the complex plane, DMD (Dynamic Mode Decomposition), Koopman operator theory, skill dynamics as a dynamical system, fractal rendering, escape-time algorithms, or connections between dynamics and deep learning.
Tibsfox/gsd-skill-creator · ★ 61 · AI & Automation · score 77
Install: claude install-skill Tibsfox/gsd-skill-creator
# Holomorphic Dynamics Educational Pack ## Overview This educational pack teaches holomorphic dynamics from first principles through ten progressive modules. Starting with iteration on the complex plane (HD-01) and building through fixed points, fractal sets, topology, and deep learning connections, the pack culminates in data-driven dynamics with Dynamic Mode Decomposition (HD-09) and Koopman operator theory (HD-10). The pack is self-contained: all complex arithmetic, iteration engines, fractal renderers, and DMD algorithms are implemented from scratch with no external math libraries. Every algorithm is transparent and educational rather than optimized for production performance. **What you will learn:** - How iteration of simple functions on the complex plane produces fractal structures of extraordinary complexity - The classification of fixed points by their multiplier and what each classification means dynamically - Why the Mandelbrot set is the "atlas" of all quadratic Julia sets - The Fatou-Julia dichotomy: stable domains versus chaotic boundaries - How period doubling cascades lead to chaos through Feigenbaum universality - The topological properties that constrain what dynamical systems can do - The surprising bridge between holomorphic dynamics and deep learning - How skill-creator itself can be modeled as a dynamical system on the complex plane, with skills as orbits converging to fixed points - Data-driven dynamics: extracting coherent spatiotemporal mod