JuliaHub Courses

Introduction to ModelingToolkit - Hands-On Training for Industrial Applications

Master ModelingToolkit.jl fundamentals through hands-on training, from basic equation solving to complex acausal modeling. Build and connect components for industrial applications like DC motors and mass-spring-damper systems.

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

Building and Deploying a Language Model in Julia Using Flux

Learn to build and deploy language models using Flux in Julia, from initial development through API creation and server deployment for practical applications.

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

Acausal Modeling for Nonlinear Control and Analysis - Chemical Reaction Tank Systems

Discover how acausal modeling enables automatic derivation of nonlinear controllers, robustness analysis, and controller tuning through a practical chemical reaction tank system demonstration.

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

Understanding Floating Point Numbers in Computer Programming

Dive into the fundamentals of floating point numbers, mastering storage mechanics, rounding errors, and debugging techniques for achieving numerical accuracy in programming.

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

Genomic Data Analytics Using SingleCellProjections and GLMakie for mRNA Sequencing

Explore genomic analysis using SingleCellProjections.jl and GLMakie packages, featuring mRNA sequencing workflows, performance optimization, and interactive 3D data visualization.

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

Deploying Interactive Data Visualizations with Dash.jl on JuliaHub

Master interactive data visualization development using Dash.jl and JuliaHub's platform. Create compelling web-based dashboards, learn deployment strategies, and efficiently manage visualization projects.

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

Faster Surrogate Model Simulation - Accelerating Inverse PDE Problems

Master surrogate modeling techniques for PDE systems using JuliaSim and DigitalEcho to achieve 100x faster optimization and sensitivity analysis in complex engineering design problems.

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

Building Data Visualization Apps with Dash and Julia

Master interactive dashboard creation in Julia using Dash.jl, turning data outputs into stunning visualizations while streamlining workflows and implementing full-stack web applications efficiently.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Modeling Battery Lifespan with JuliaSim - Lithium-ion Battery Simulation and Performance Analysis

Discover advanced lithium-ion battery simulation techniques using JuliaSim to predict performance, analyze thermal behavior, and optimize battery systems through electrochemical and degradation physics modeling.

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

Scientific Computing and Machine Learning for Industrial Modeling - An Introduction to SciML

Discover how combining scientific computing with machine learning accelerates simulators and enhances industrial modeling through differential equations and data-driven approaches.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Robust Model Predictive Control (MPC) for Systems with Parameter Uncertainty

Discover how to design and implement robust Model Predictive Control systems that handle parameter uncertainty effectively, with practical demonstrations using a single integrator system.

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

Using OpenAPI to Describe, Produce, and Consume Web APIs in Julia

Master OpenAPI implementation in Julia for creating and consuming web APIs, including specification basics, service development, and client-side integration for efficient API management.

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

Modern Industrial Modeling Made Easy with JuliaSim and JuliaHub

Discover how to streamline industrial modeling workflows using JuliaSim and JuliaHub, covering data management, version control, parallel computing, and team collaboration tools.

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

Modeling and Simulation with JuliaSim

Discover how JuliaSim accelerates physical product development through advanced modeling, optimization, and simulation capabilities, featuring ModelingToolkit.jl and innovative solver improvements.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Performance Benchmarking and Optimization Tools in Julia

Master Julia performance optimization techniques using profiling tools, runtime tuning, and compilation strategies to significantly boost code efficiency and execution speed.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video