The Julia Programming Language Courses

Julia: Great Language or the Greatest Language - Keynote by Jan Vitek

A keynote on Julia’s language design and implementation, showing how its type system, coding style, and runtime techniques support high performance.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Tomographic Image Reconstruction with Julia

See how Julia enables matrix-free tomographic reconstruction and package ecosystems for MRI and magnetic particle imaging.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Dictionaries.jl - Improved Productivity and Performance in Julia

Use Dictionaries.jl in Julia for dictionary-based data manipulation, aggregation, and typed table operations.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Agents.jl and the Next Chapter in Agent-Based Modelling

An overview of Agents.jl for modeling complex dynamical systems through interacting agents in Julia.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Introduction to Metaprogramming in Julia - JuliaCon 2021 Workshop

An intermediate workshop on Julia metaprogramming, from symbols and expression trees to hygienic macros, DSLs, generated code, and world-age errors.

• YouTube
• 2 hours 59 minutes
• Self-Paced
• Free Video

Package Development: Improving Engineering Quality and Latency - JuliaCon 2021 Workshop

Diagnose Julia package inference failures, compilation latency, and invalidation with compiler-analysis tools such as JET, SnoopCompile, and Cthulhu.

• YouTube
• 3 hours 4 minutes
• Self-Paced
• Free Video

A Mathematical Look at Electronic Structure Theory - JuliaCon 2021 Workshop

Explore density-functional theory’s mathematical structure and implement numerical self-consistent-field solvers in Julia using reduced DFT problems.

• YouTube
• 3 hours 1 minute
• Self-Paced
• Free Video

Statistics with Julia from the Ground Up - JuliaCon 2021 Workshop

An application-first workshop for using Julia in statistical work through short scripts, statistical packages, probability, plotting, and basic modeling.

• YouTube
• 3 hours
• Self-Paced
• Free Video

GPU Programming in Julia - Workshop

Program GPUs in Julia across NVIDIA, AMD, and Intel back ends, from array operations to optimized kernels with profiling and practical case studies.

• YouTube
• 3 hours 5 minutes
• Self-Paced
• Free Video

DataFrames.jl 1.0 Tutorial - Introduction and Advanced Functionalities

Learn to use DataFrames.jl for importing, transforming, analyzing, and modeling tabular data in Julia.

• YouTube
• 3 hours 8 minutes
• Self-Paced
• Free Video

Read and Manipulate Text Files in Julia - Week 4 Lesson 2

Clean text files in Julia by stripping punctuation, converting lines into word arrays, and counting words and phrases.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

User-Defined Functions in Julia - Week 2 Lesson 3

Learn to define, name, organize, test, and debug functions in Julia, with a few additional function features.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Modeling Climate Change with MARGO - Lecture 25

Explore how climate models use economic variables and constrained optimization in Julia/JuMP to compare emissions mitigation, carbon removal, and adaptation policies.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Discrete and Continuous Mathematics - MIT Computational Thinking Spring 2021 - Lecture 14

Explore discrete and continuous ideas through Julia, including area estimation with inscribed squares, discrete random walks, and Brownian motion.

• YouTube
• 54 minutes
• Self-Paced
• Free Video

Random Walks II - Lecture 13

Explore random walks as cumulative sums, use convolutions to build Pascal’s triangle, and implement evolving probability distributions in Julia.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video