The Julia Programming Language Courses

Modern CI/CD Machine Learning Workflows Using Julia

Explore streamlined machine learning workflows in Julia, integrating package development principles and MLflow for robust, reproducible, and scalable model creation and management.

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

Attractors.jl - Next-Gen Multi-Stability Analysis for Dynamical Systems

Explore next-gen stability analysis in dynamical systems with Attractors.jl. Discover multistability detection, global stability quantification, and extendable interfaces for advanced applications in Julia.

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

Finite Element Modeling of Magnetic Fields in Julia

Explore finite element modeling of magnetic fields using Julia in this TU Delft master course. Implement mathematical models and collaborate on real-world projects with industry partners.

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

GreenSpeed: Sustainable Chemical Synthesis Right from the Start

Explore GreenSpeed, an innovative Julia-based application for calculating sustainability KPIs in chemical synthesis. Learn how it integrates lab data, visualizes material flow, and empowers informed decision-making for greener production practices.

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

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

RayTraceHeatTransfer.jl: 2D Enclosure Radiative Heat Transfer - JuliaCon 2024

Explore radiative heat transfer in 2D enclosures using RayTraceHeatTransfer.jl. Master Monte Carlo ray tracing, Exchange Factor matrices, and the Zonal Method for efficient problem-solving in high-temperature environments and engineering applications.

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

An Overview of NetSurvival.jl - Survival Analysis within Julia

Explore NetSurvival.jl for survival analysis in Julia, featuring insights on relative survival tools and future developments in the field.

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

Introduction to Julia - Kickstart Workshop for Beginners

Learn Julia's unique features, syntax, and data structures in this comprehensive workshop. Ideal for programmers new to Julia, covering multiple dispatch, type system, and essential packages.

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

Hands-on Julia for High-Performance Computing on GPUs and CPUs

Hands-on workshop exploring Julia for high-performance computing on CPUs and GPUs. Learn resource management, distributed computing, code optimization, and develop a parallel application on NERSC's Perlmutter supercomputer.

• YouTube
• 3 hours 35 minutes
• Self-Paced
• Free Video

Julia and Rust - Safer Abstractions and FFI Workshop

Explore Rust integration with Julia, covering LSP setup, common pitfalls, binding generation, benchmarking, and performance optimization techniques for seamless interoperability.

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

Julia for Systems Biology - Generating Personalized Models

Hands-on workshop on creating personalized computational models in Julia for biomedical applications, covering ODE implementation, parameter estimation, and model selection strategies.

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

Scientific Machine Learning Using Functional Mock-Up Units - JuliaCon 2024

Hands-on workshop integrating physical system knowledge into machine learning using Functional Mock-Up Units. Explore hybrid modeling with a robotic arm case study, combining simulation and neural networks.

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