JuliaHub Courses

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

Building Production Applications Using Julia - From Prototyping to Deployment

Master building secure and efficient production services in Julia, from prototyping to deployment, with emphasis on interactive data science and model implementation techniques.

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

GPU Programming in Julia with CUDA and Other Frameworks

Master GPU programming in Julia through CUDA-focused techniques, essential packages, and practical tools for accelerating applications and optimizing code performance on NVIDIA hardware.

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

PackageCompiler and Static Compilation in Julia - Creating Standalone Applications

Master PackageCompiler.jl to eliminate compilation overhead, create standalone executables, and optimize Julia package loading for enhanced performance and distribution.

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

Machine Learning on Time Series Data with Julia

Master time series machine learning in Julia using Flux to build powerful models that leverage diverse features for predictive analysis and data modeling.

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

SIMD Programming and Optimization Techniques in Julia

Master SIMD optimization techniques in Julia to enhance computational performance through parallel processing and learn automatic and manual implementation methods for efficient data operations.

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

Model Predictive Control and Proportional-Integral-Derivative Control in JuliaSim

Explore advanced control design techniques for MIMO systems, from PID controller autotuning to nonlinear Model Predictive Control using JuliaSim's efficient simulation platform.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Performance Optimization of GPU Applications in Julia

Master GPU application optimization in Julia through CUDA profiler tools and performance analysis techniques for efficient parallel computing implementation.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video