JuliaHub Courses

Modern CI/CD Machine Learning Workflows Using Julia

Discover how to streamline machine learning development by implementing CI/CD principles using Julia's ecosystem, with practical insights into mass experimentation, model validation, and scalable production workflows.

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

Compilation of Julia Code for Deployment in Model-Based Engineering Workflows

Discover how Julia's compiler advancements enable direct binary compilation for real-time model-based applications, eliminating C code dependencies while maintaining high performance across scientific computing and embedded systems.

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

Automatic Tuning of PID Controllers using JuliaSim

Discover how to develop acausal models of suspension systems and automatically tune PID controllers using JuliaSim's cloud platform, combining graphical modeling with in-depth coding capabilities.

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

Julia for Engineers: Part 2 - Modeling (November 2024)

Dive into applied modeling with Julia using ModelingToolkit.jl and DifferentialEquations.jl to solve complex engineering problems through symbolic math programming, component-based modeling, and efficient ODE/DAE solutions.

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

Julia for Engineers: Part 1 Algorithms

Discover how to solve engineering problems using Julia's powerful modeling capabilities, from symbolic mathematics to component-based modeling and integrated analysis, demonstrated through an Active Suspension System model.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

System Identification with Julia: Sensor Fusion - Part 13

Master sensor fusion techniques for pendulum systems by combining acceleration and gyroscope data using ModelingToolkit and Julia to create unbiased state estimates through multi-rate sensor integration.

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

Fault Detection Using Kalman Filters in Julia - Part 12

Discover fault detection techniques using Kalman filters and thermal system modeling in Julia, leveraging state estimators from LowLevelParticleFilters.jl for practical implementation and analysis.

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

Adaptive Estimation and Control with Julia - Part 11

Explore adaptive estimation and control techniques using JuliaSim's state estimators and LowLevelParticleFilters.jl for dynamic system modeling and parameter estimation in Julia programming.

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

Mastering Real-Time Control and Visualization with Genie Builder

Master real-time application development with Genie Builder by creating interactive dashboards for robot arm control, implementing async routines, and generating live performance visualizations.

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

Julia for Engineers: Modeling with ModelingToolkit and DifferentialEquations - Part 2

Master practical engineering modeling using ModelingToolkit.jl and DifferentialEquations.jl for solving complex ODEs and DAEs, with hands-on demonstrations of symbolic math programming techniques.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

New Ways to Compile Julia - Advances in AOT Compilation and Binary Optimization

Discover advanced ahead-of-time compilation techniques in Julia, featuring the new 'juliac' compiler driver and binary trimming for optimized code deployment.

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

Julia for Engineers - Algorithms Part 1

Master engineering problem-solving in Julia through symbolic mathematics, component modeling, and integrated analysis techniques, featuring a practical active suspension system demonstration.

• YouTube
• 1 hour 36 minutes
• Self-Paced
• Free Video

Modeling and Execution of Discrete-Time Controllers and State Machines in JuliaSim

Master discrete-time system modeling and state machine implementation using JuliaSim's ModelingToolkit and StateMachines.jl for efficient hybrid system simulations and control engineering applications.

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

Advancements in Acausal Modeling with ModelingToolkit v9 - Key Features and Implementation

Dive into advanced acausal modeling techniques using ModelingToolkit v9, featuring parameter types, units, clocks, and symbolic numeric systems for enhanced scientific computing and simulation.

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

Mastering Interactive Dash Apps with Dash.jl - Flight Traffic Visualization Journey

Master interactive data visualization using Dash.jl through hands-on flight traffic app development. Learn dataset preparation, map integration, and template customization for creating dynamic visualizations on JuliaHub.

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