Mai 2025

Bonjour,

L’appel à contributions de JuliaCon Local Paris 2025 qui aura lieu les 2 et 3 octobre au Conservatoire National des Arts et Métiers est un succès puisque 98 propositions ont été déposées.

Nicolas Venkovic a partagé ses supports de cours d’algèbre linéaire numérique. Je conseille d’aller y jeter un oeil.

Billets de blog et Articles¶

• Alex V. Mantzaris - Helping Newcomers Understand Projections in Machine Learning Using Julia

• Emma Boudreau - 5 Unfortunate Trade-Offs To Using Julia

• Yue Zhang, Justin Murphy & Akond Rahman - Come for syntax, stay for speed, write secure code: an empirical study of security weaknesses in Julia programs

• Christopher Rackauckas - How chaotic is chaos? How some AI for Science / SciML papers are overstating accuracy claims

• Michiel Stock - The Walk on Spheres algorithm (method for solving elliptic PDEs)

• Stefan Krastanov - This month in Julia world

• JOSS Papers in Julia

Packages¶

• AirspeedVelocity.jl Easily benchmark a Julia package over its commit history.

• BenchmarkDataNLP.jl Generate synthetic text from a variety of methods, eg. Context Free Grammars (CFGs), with parameterized complexity to test your NLP methods (like LLMs)

• CliqueTrees.jl tree decompositions and chordal completions of graphs.

• Collects.jl Generalizes collect! Implement for types you own!

• ComputationalHeatTransfer.jl numerical simulation of conductive and convective heat transfer.

• DiffMatic.jl Symbolic differentiation of vector/matrix/tensor expressions

• EmojiSymbols.jl additional Emoji, LaTeX Symbols for Julia REPL.

• Fortuna.jl structural and system reliability analysis.

• Kraken.jl simulation package for underwater acoustic propagation.

• Metida.jl fitting mixed-effects models with flexible random/repeated covariance structure.

• Mooncake.jl reverse-mode AD package.

• OLSPlots.jl high-quality plots and visualizations of Ordinary Least Squares (OLS) regression results.

• OnlinePCA.jl Online Principal Component Analysis.

• RationalFunctionApproximation.jl approximation by rational functions.

• SankeyMakie.jl plot Sankey diagrams using Makie.jl.

• SimplicialSets.jl types and functions to work with simplicial sets.

• SmallCollections.jl offers vector, set and dictionary types that can hold any number of elements up to some (small) limit.

• TrixiShallowWater.jl Shallow water simulations with Trixi.jl.

• TypedMatrices.jl An extensible Julia matrix collection utilizing type system to enhance performance.

Vidéos¶

• Converting R data-wrangling code to julia

• Converting R plotting code to julia

• Using RCall to run R code in Julia

• Running R through the Julia IDE

• This month in Julia world 2025-02 with Chris & Michael

• Vendor Neutral GPU Programming in Julia

• Julia Programming by İlker Arslan

• Data Science with Julia by İlker Arslan

• Generalizing Scientific Machine Learning and Differentiable Simulation Beyond Continuous Models

Tutoriels, Documentation, Livres, Supports de cours...¶

• Research Software Engineering with Julia

• A Case Study in Bayesian Survival Analysis with Turing.jl

• Julia Programming for Machine Learning course at TU Berlin

• The latest form of the entry point used in small Julia binaries

• GPU4GEO Differentiable multi-physics solvers for extreme-scale geophysics simulations on GPUs

• TidyTuesday - exploring Dungeons and Dragons Monsters

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