The Julia Programming Language Courses

TIMES2JuMP - Learnings from IEA-ETSAP Feasibility Study of Migrating the TIMES Code to Julia JuMP

Discover key insights from migrating TIMES energy modeling code to Julia JuMP, exploring feasibility challenges and optimization benefits for energy system analysis.

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

Large Scale JuMP Models with Constraint Generators

Discover how GenOpt extends JuMP to handle billion-constraint optimization problems through parallelized constraint groups, enabling efficient cluster distribution and GPU acceleration.

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

The Life and Times of SDDP.jl

Discover the 10-year evolution of SDDP.jl, a JuMP extension for sequential decision problems, exploring its real-world applications and technical rewrites leveraging Julia's features.

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

ApplicationDrivenLearning.jl - A Framework for Decision-Focused Learning in Julia

Discover how to optimize forecasts for specific applications using Julia's ApplicationDrivenLearning.jl package with JuMP decision models and Flux forecasting capabilities.

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

Carlo.jl - High-Performance Monte Carlo Simulations in Julia

Discover how to build and run high-performance Monte Carlo simulations using Carlo.jl, from implementing custom codes to analyzing quantum magnets with practical examples.

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

Synchronous Systems in ModelingToolkit

Explore synchronous systems integration in ModelingToolkit for building compositional discrete-time components alongside continuous models in Julia programming.

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

Astrometry.jl - A Fundamental Julia Package for Astronomy

Discover how Astrometry.jl simplifies positional astronomy calculations in Julia, reducing 533 SOFA functions to just dozens while enabling barycentric corrections and celestial object measurements.

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

Ferrite + X - Combining Ferrite with Julia Packages for Powerful Finite Element Workflows

Discover how to enhance Ferrite.jl with complementary Julia packages like BlockArrays.jl, OhMyThreads.jl, and ForwardDiff.jl for powerful finite element workflows.

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

Tensors.jl - Efficient Tensor Operations and Automatic Differentiation in Julia

Explore Tensors.jl for efficient tensor operations in Julia, covering automatic differentiation support and integration with finite element methods for scientific computing.

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

Variational Minimization Formulation for Phase-Field Topology Optimization and Coupled Problems

Explore two-field canonical minimization formulation for phase-field topology optimization and coupled problems like poro-elasticity using Ferrite.jl in Julia.

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

Differentiable Programming for Scientific Computing with Enzyme

Explore how Enzyme automatic differentiation framework enables powerful derivative capabilities for scientific computing workflows in Julia programming.

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

Introduction to Ferrite.jl - A Finite Element Toolbox for Julia

Discover Ferrite.jl, Julia's finite element toolbox for scientific computing. Learn mesh handling, PDE solving, and building FEM models with performance and mathematical clarity.

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

Revisiting Adaptive Mesh Refinement that's not P4est

Explore a refined adaptive mesh refinement algorithm that superimposes finer elements on parents, eliminating hanging nodes and optimizing assembly for DG methods in Julia.

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

Order Matters - Element Ordering and Graph-Based Sorting for Finite Element Performance

Discover how element ordering and graph-based sorting techniques boost finite element simulation performance using Gecko.jl for optimized mesh traversal and improved data locality.

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

Viscoplastic Modeling the Evolving Mechanical Properties of 3D-Printed Concrete

Explore viscoplastic modeling for 3D-printed concrete using Ferrite.jl to simulate evolving mechanical properties in additive manufacturing workflows.

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