Awesome Julia!

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awesome-julia

A curated list of Julia packages, resources, books and so on.

—THIS IS A WORK IN PROGRESS! PLEASE CONTRIBUTE—

Libraries

GUIs

Tools

• Revise.jl: Automatically update function definitions in a running Julia session

• BenchmarkTools.jl: A benchmarking framework for the Julia language

Machine learning

• MLJ.jl: A Julia machine learning framework

Deep learning

• Flux.jl: A library for machine learning implemented in Julia. Documentation: https://fluxml.ai/Flux.jl/stable/

• model-zoo: A repository containing various demonstrations of the Flux machine learning library that can be freely used as a starting point for your own models.

Mathematics

Topology

• GeometricDatasets.jl: For datasets usual in topology, transformations and samples

• TDAmapper.jl: Mapper-like algorithms for clustering and graph-reducing high-dimensional data;

• ToMATo.jl: the ToMATo clustering algorithm from https://geometrica.saclay.inria.fr/data/Steve.Oudot/clustering/.

• Ripserer.jl: calculate the Vietoris-Rips filtration and homology, among other things.

• PersistenceDiagrams.jl: create persistence images from persistence diagrams.

Metric space and clustering

• Distances.jl: efficient distance calculation.

• NearestNeighbors.jl: nearest neighbors search.

• Clustering.jl: clustering algorithms.

Graphs

• Graphs.jl: An optimized graphs package for the Julia programming language.

• MultilayerGraphs.jl: A Julia package for the creation, manipulation and analysis of the structure, dynamics and functions of multilayer graphs.

Books

• Bayesian Statistics using Julia and Turing

• Julia for Optimization and Learning

• Think Julia: How to Think Like a Computer Scientist

• Data Science in Julia for Hackers

• Data Science Tutorials in Julia

• Ciência de Dados e Computação Científica com Julia (in Portuguese)

• Julia Data Science

Papers

• Julia for biologists

Tutorials

Youtube channels

• https://www.youtube.com/@TheJuliaLanguage: the official Julia language channel.

• https://www.youtube.com/@doggodotjl: Millions of tutorials presented by a dog.