The Julia Programming Language Courses

Causal Machine Learning with CausalELM - JuliaCon 2024

Explore causal machine learning with CausalELM, covering potential outcomes, real-world examples, extreme learning machines, and estimators. Learn practical implementation for various applications without extensive statistical background.

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

Interpretable Hierarchical Calibration of Agent-Based Models

Explore scientific machine learning's fusion of traditional modeling and ML, focusing on neural network surrogates for agent-based models in epidemiology and automated hierarchical calibration.

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

OpenAPI.jl for Easy HTTP APIs

Explore OpenAPI.jl for creating HTTP APIs in Julia. Learn to generate clients, define specs, and create server/client code using this powerful tool for API development and management.

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

Robust Calibration of Industrial HVAC and Battery Systems

Explore advanced techniques for robust calibration of industrial HVAC and battery systems using ModelingToolkit.jl, focusing on overcoming challenges in data integration and parameter identification.

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

Applications of Distributed Task Parallelism

Explore distributed task parallelism in Julia, comparing Dagger with other frameworks and libraries. Learn about unique features for efficient, scalable, and maintainable code.

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

Investigating Crimes Using Julia

Explore forensic science using Julia, applying math and science concepts to solve crime puzzles. Learn to utilize Julia packages for data analysis, visualization, and complex problem-solving in criminal investigations.

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

JuliaSim Modeling Language: Composing Complex Systems with ModelingToolkit - JuliaCon 2024

Explore JuliaSim Modeling Language: a declarative approach for composing complex systems using ModelingToolkit, offering easier learning, better diagnostics, and enhanced model reasoning.

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

New Developments in BifurcationKit.jl - JuliaCon 2024

Explore advancements in BifurcationKit.jl for analyzing periodic and homoclinic orbits, including new methods for bifurcation analysis and integration with other Julia packages.

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

RxEnvironments - Reactive Multi-Agent Environments

Explore reactive programming for multi-agent environments in Julia. Learn to model complex agent-environment interactions using RxEnvironments.jl, overcoming limitations of traditional reinforcement learning frameworks.

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

Adventures in Julia IR - Plundering Core.Compiler

Explore Julia's typed intermediate representation (IR) and learn to implement custom optimization passes, extending compiler capabilities beyond conventional metaprogramming techniques.

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

Real Time ODEs for Sound Synthesis and Parameter Exploration - JuliaCon 2024

Explore real-time ODEs for sound synthesis and parameter analysis using Julia, combining visual and auditory representations to unveil dynamical system behaviors and control parameters.

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

JSOSuite.jl - One-Stop Solution for Optimization

Explore JSOSuite.jl, a comprehensive optimization package offering automatic solver selection, research-level algorithms, and flexible modeling interfaces for various problem types in Julia.

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

What's the Plan? Task Planning for Robots - JuliaCon 2024

Explore task planning for robots using Julia's features to efficiently handle complex knowledge bases and action sequences in goal-oriented scenarios.

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

Developing Supercomputing Geoscience Applications Using Julia

Explore modular Julia packages for accelerating geocomputing, enabling high-performance stencil codes that scale from laptops to GPU-accelerated supercomputers for geoscience applications.

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

MATLAB to Julia: Practical Examples for MATLAB Developers

Explore practical examples of transitioning from MATLAB to Julia, covering plotting, file handling, control systems, and package development for experienced MATLAB users.

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