JuliaHub Courses

Parallel Computing for Enterprises in Julia

Master parallel computing techniques in Julia, from SIMD and multi-threading to GPU programming, guided by Julia co-creator Prof. Alan Edelman from MIT's Julia Lab.

• YouTube
• 59 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

APIs and Custom Julia Development on JuliaHub - Building Interactive Applications

Master JuliaHub's API ecosystem to authenticate sessions, manage datasets, and orchestrate jobs while learning advanced platform interactions for seamless Julia development workflows.

• YouTube
• 58 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

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
• 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

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
• 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

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
• 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