The Julia Programming Language Courses

NeuroTree - A Differentiable Tree Operator for Tabular Data

Explore NeuroTree, a differentiable tree operator for tabular data, addressing traditional tree limitations through simultaneous node learning and built-in ensemble techniques.

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

How Climate Economics Domain Experts Use an Embedded DSL - JuliaCon 2024

Explore how climate economics experts utilize an embedded DSL for modeling, uncovering key themes and design considerations for future domain-specific languages in research.

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

Efficient, Composable Solver for Non-Equilibrium Flows - JuliaCon 2024

Explore an adaptive mesh refinement solver for non-equilibrium flows, balancing efficiency and accuracy in complex fluid dynamics simulations using Julia's powerful ecosystem.

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

JuliaSimBatteries.jl - Robust PDE Models of Lithium-ion Batteries

Discover advanced lithium-ion battery simulation techniques using Julia, enabling fast charging predictions, pack modeling, and lifetime analysis through sophisticated electrochemical and thermal physics modeling.

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

A Reference Model for Airborne Wind Energy Systems - Case Study

Explore the innovative world of airborne wind energy through Julia programming, focusing on simulation models, performance analysis, and 3D visualization for tethered wing systems.

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

GPU Acceleration of Julia's SciML - ODEs, Optimization, and More

Discover how Julia's SciML ecosystem leverages GPU acceleration for numerical computing, offering superior performance in ODE solving and optimization compared to PyTorch and Jax, with automated CPU-to-GPU model translation.

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

The SatelliteToolbox.jl Ecosystem for Satellite Analysis and Space Operations

Discover the SatelliteToolbox.jl ecosystem for comprehensive satellite analysis, featuring twelve packages for propagation, reference systems, atmospheric density, and magnetic field computations.

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

Fast and Generic Hidden Markov Models in Julia

Discover how to implement flexible Hidden Markov Models in Julia, exploring custom distributions, precision control, sparse matrices, and gradient computation for diverse industrial and academic applications.

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

Efficient Chunk Access across HDF5, Zarr, and TIFF

Explore efficient data handling techniques for chunked storage formats in Julia, focusing on optimizing access patterns across HDF5, Zarr, and TIFF file formats.

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

Propagating Large Orbital Uncertainty with TaylorIntegration.jl

Explore orbital uncertainty propagation using TaylorIntegration.jl and Automatic Domain Splitting for accurate prediction of celestial body trajectories and planetary fly-bys in astrodynamics.

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

Structural Bioinformatics with BiochemicalAlgorithms.jl

Explore BiochemicalAlgorithms.jl for molecular modeling and simulation, featuring intuitive data structures, mechanics techniques, and integration capabilities with Julia's scientific computing ecosystem.

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

Building Bridges with Julia - From Research to Real-World Applications

Discover how Julia bridges cutting-edge research with real-world applications in high-tech industry, focusing on practical technology translation and implementation strategies.

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

Towards Aerodynamic Simulations in Julia with Trixi.jl

Discover how Trixi.jl streamlines aerodynamic simulations through mesh integration, adaptive refinement, and shock capturing capabilities, with practical demonstrations using NACA4412 airfoil meshes.

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

Cost-Efficient Experimental Designs - CEEDesigns.jl

Discover how to optimize experimental designs using CEEDesigns.jl, a Julia framework that balances information value and costs while integrating with MLJ.jl for predictive modeling and POMDPs.jl for decision processes.

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

MacroModelling.jl - Developing and Solving Dynamic Stochastic General Equilibrium Models

Discover how to develop and solve dynamic stochastic general equilibrium models using MacroModelling.jl, featuring automatic variable declaration, nonlinear solutions, and gradient-based estimation capabilities.

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