The Julia Programming Language Courses

Gradients for Everyone: A Quick Guide to Autodiff in Julia

Explore automatic differentiation in Julia, comparing approaches with Python frameworks and learning to make code differentiable for various backends. Gain insights into forward and reverse modes, custom rules, and performance optimization.

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

Docs, CI Tests, Error Messages, and Interfaces in Julia's SciML - JuliaCon 2024

Explore SciML's infrastructure practices in Julia, covering documentation, testing, error handling, and benchmarking. Gain insights into scalable and reproducible numerical ecosystems for Julia developers.

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

Enabling Spectral Indices Computation with SpectralIndices.jl

Explore SpectralIndices.jl, a Julia package simplifying spectral indices computation in remote sensing. Learn its features, data compatibility, and user-friendly interface for efficient Earth system research analysis.

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

Natural Science, Computer Modeling and Literate Programming

Explore literate programming techniques for enhancing reproducibility in scientific research, focusing on Entangled's approach to synchronizing code and documentation in natural science modeling.

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

State of Julia's SciML Ecosystem (2024) - The Extended Edition

Explore the comprehensive overview of Julia's SciML ecosystem, examining maturity levels across different packages, current development focuses, and future directions for scientific machine learning in Julia.

• YouTube
• 2 hours 7 minutes
• Self-Paced
• Free Video

Piccolo.jl - An Integrated Stack for Quantum Optimal Control

Explore quantum optimal control through Piccolo.jl, featuring the PICO method for solving complex quantum systems using Julia's powerful computational capabilities and award-winning methodologies.

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

Kezdi.jl - A Data Analysis Package for Economists

Discover a Julia package designed to help economists transition from Stata, offering familiar syntax for data analysis while leveraging Julia's performance and flexibility for handling large datasets.

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

RunwayPNPSolve.jl - Uncertainty-Aware Pose Estimation

Explore uncertainty-aware pose estimation techniques in Julia, focusing on advanced PNP solving methods and their practical applications in computer vision.

• YouTube
• 13 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