Julia Resources

Julia Fundamentals

• Video Tutorials by doggo dot jl
• Introduction to programming in Julia, ENCCS
• Julia for Pythonistas

Books: Julia Language

• Think Julia, Allen B. Downey (O’Reilly, 2019)
• Julia as a Second Language: General Purpose Programming With a Taste of Data Science, Erik Engheim, (Manning, 2023)

Scientific Computing: Basic

• Introduction to Computational Thinking, MIT

Scientific Computing: Advanced

• Solving PDEs in parallel on GPUs with Julia, ETH
• Julia for high-performance scientific computing, ENCCS
• Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications, SciML Book, SciML Lectures

Books: Julia and Scientific Computing

• Numerical Methods for Scientific Computing: The Definitive Manual for Math Geeks, Kyle A. Novak
• Fundamentals of Numerical Computation: Julia Edition, Tobin A. Driscoll & Richard J. Braun. Git Repo
• Algorithms with JULIA: Optimization, Machine Learning, and Differential Equations Using the JULIA Language, Clemens Heitzinger

Machine Learning

• Julia for Machine Learning, TU Berlin