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Fast, Elegant, Set-oriented Numerical Analysis Using GAIO.jl

The Julia Programming Language via YouTube

Overview

Explore a Julia implementation of GAIO (Global Analysis of Invariant Objects) for set-oriented numerical analysis in this conference talk from JuliaCon 2024. Discover how the redesigned data structures and algorithmic interface result in concise code that closely mirrors mathematical pseudocode while maintaining or surpassing the performance of the C version. Follow along as an algorithm for computing attractors is developed and tested on a classical strange attractor example from dynamical systems literature. Learn how GAIO leverages multiple dispatch for various discretization techniques and seamlessly integrates with Julia's scientific computing ecosystem. Witness the ease of GPU acceleration through Julia's CUDA package, demonstrated with a simple keyword argument during initialization. Access the GAIO.jl GitHub repository and documentation to further explore this powerful tool for numerical analysis in Julia.

Syllabus

Fast, Elegant, Set-oriented Numerical Analysis using GAIO.jl | Herwig | JuliaCon 2024

Taught by

The Julia Programming Language

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