The Julia Programming Language Courses

Building Confidently in Julia with Interface Driven Design

Explore interface-driven design in Julia to build robust, composable systems. Learn to leverage tools, implement functional code styles, and create uniform testing structures for improved productivity and reliability.

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

Herb.jl: Teaching Programs How to Program with Program Synthesis

Explore Herb.jl, a Julia library for program synthesis, unifying various approaches and providing tools for developing new synthesizers and solving complex problems.

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

Forecasting Mental Wellness of Students Using Julia

Explore forecasting techniques for student mental wellness using Julia. Learn to analyze academic, social, and environmental factors impacting mental health through data-driven approaches and predictive modeling.

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

PPTX.jl: Automatic Generation of PowerPoint Presentations in Julia

Explore PPTX.jl, an open-source Julia package for automatic PowerPoint generation, bridging data presentation with corporate familiarity. Learn its features and applications in business settings.

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

What's Next for Transducers.jl - JuliaCon 2024

Explore the future of Transducers.jl, a Julia package for efficient data transformation. Learn about its unique features, current challenges, and upcoming improvements for enhanced performance and usability.

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

Language 1.5 Revisited - The Julia Programming Language Spectrum

Explore the "1.5 language problem" in Julia programming, analyzing prototyping vs. efficient code styles and proposing solutions for bridging the gap between high-level and low-level development.

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

SyslabCC - An AOT Compiler for Type-stable Julia Programs

Explore SyslabCC, an AOT compiler for type-stable Julia programs. Learn about its features, benefits, and potential impact on Julia programming performance.

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

Fast, Elegant, Set-oriented Numerical Analysis Using GAIO.jl

Explore GAIO.jl for fast, elegant set-oriented numerical analysis in Julia. Learn to compute attractors, leverage multiple dispatch, and utilize GPU acceleration for enhanced performance.

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

Introducing DMRjulia v1.0 - Tensor Network Computations in Julia

Explore DMRjulia v1.0, a tensor network library for quantum systems modeling. Learn design principles, hardware optimization, and cutting-edge research applications in this comprehensive introduction.

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

Probabilistic Inference Using Contraction of Tensor Networks

Explore probabilistic inference using tensor networks with TensorInference.jl. Learn exact methods for complex models, optimizing contraction sequences, and leveraging GPU technology for enhanced performance.

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

Projector Monte Carlo and Exact Diagonalization with Rimu.jl

Explore quantum many-body physics with Rimu.jl: implement projector Monte Carlo, perform exact diagonalization, and extend models using Julia's speed and flexibility.

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

Training Llama 2 in Julia - Scaling Large Language Models

Explore scaling techniques for training large neural networks like Llama2 using Julia, including multi-GPU parallelization and fine-tuning methods for efficient model adaptation.

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

Jet Reconstruction in Julia - JuliaCon 2024

Explore jet physics and reconstruction algorithms in Julia, comparing performance with FastJet and discussing potential for broader clustering applications.

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

Sustainable Development of Stencil-based HPC Applications - JuliaCon 2024

Explore sustainable HPC application development using Julia packages for stencil-based computations, achieving scalable performance and portability across diverse hardware architectures.

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

TulipaEnergyModel.jl: An Efficient and Flexible Energy Model

Explore an efficient, flexible optimization model for electricity markets and energy sector coupling, featuring graph theory for adaptable representation and customizable time resolutions.

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