The Julia Programming Language Courses

Julia Programming Language Tutorial - MIT 2013

Discover Julia's high-performance programming capabilities through MIT's comprehensive tutorial covering data analysis, parallel computing, optimization, and metaprogramming techniques.

• YouTube
• 5 hours 52 minutes
• Self-Paced
• Free Video

Geometry on the Sphere with GeometryOps.jl

Master spherical geometry operations in Julia using GeometryOps.jl for accurate global calculations, polar geometries, and climate model grid mapping without planar projection errors.

• 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

ShellFEA.jl - A Shell Finite Element Library for Ferrite.jl

Discover ShellFEA.jl, a specialized finite element library for modeling thin-walled structures with membrane and bending behavior, integrating seamlessly with Ferrite.jl's high-performance FEM infrastructure.

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

A Tale of Two Multigrids - A Case Study on Algebraic and Polynomial Multigrid Methods

Explore hybrid multigrid strategies combining Algebraic and Polynomial Multigrid methods for efficient high-order finite element solving in Julia's FerriteMultigrid.jl package.

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

Ferrite.jl - True Vector Interpolations for H(div) and H(curl) Spaces

Discover how Ferrite.jl now supports H(div) and H(curl) vector interpolations for advanced finite element problems in electromagnetic and fluid dynamics applications.

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

Efficient Constrained Optimization using ConicSolve.jl

Master constrained optimization with ConicSolve.jl, covering interior-point methods for LP, QP, SOCP, and SDP problems with practical robotics and image processing examples.

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

Ensemble Kalman Filtering for Stochastic Phase Field Models

Discover how Ensemble Kalman Filtering reduces uncertainty in stochastic phase field models of brittle fracture using Julia's scientific computing ecosystem.

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