JuliaHub Courses

Guide to Parallel Computing in Julia Using JuliaHub - From Tasks to Distributed Computing

Discover parallel computing techniques in Julia, from asynchronous tasks and multithreading macros to distributed computing, enhancing program performance and scalability across multiple machines.

• YouTube
• 1 hour 2 minutes
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Calibrating Models to Difficult and Noisy Data with JuliaSim Model Optimizer

Master model calibration techniques for handling noisy data using JuliaSim's optimization tools, from inverse problem specification to algorithm selection and implementation.

• YouTube
• 1 hour 6 minutes
• On-Demand
• 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
• On-Demand
• Free Video

Using CUDA-Accelerated Binaries and Libraries in Julia with CUDA.jl 4.0

Master CUDA.jl 4.0's new features for integrating CUDA-accelerated libraries and applications in Julia, including toolkit management, external library integration, and improved sparse array support.

• YouTube
• 28 minutes
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Deploying Large-Scale Models and Web Applications with Julia

Master large-scale compute deployment in Julia, from structuring multi-core computations to building interactive web applications and dashboards with real-time monitoring capabilities.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Parallel Computing for Enterprises in Julia - From SIMD to GPU Programming

Master parallel computing techniques in Julia, from SIMD and multi-threading to GPU programming, enhancing enterprise-level computational capabilities and performance optimization.

• YouTube
• 1 hour 12 minutes
• On-Demand
• 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
• On-Demand
• Free Video