The Julia Programming Language Courses

QUBO.jl - Bridging Quantum Optimization and Mathematical Programming

1 rating

Discover QUBO.jl, a Julia package bridging quantum optimization and JuMP, enabling seamless access to quantum devices and automatic model reformulation for QUBO problems.

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

Julia for High-Performance Computing - JuliaCon 2022

An overview of Julia’s ecosystem for scalable scientific computing on supercomputers, CPUs, GPUs, and other heterogeneous hardware.

• YouTube
• 2 hours 20 minutes
• Self-Paced
• Free Video

Julia in Astronomy and Astrophysics Research - JuliaCon 2022

Researchers share how Julia supports astronomical simulations, inference, adaptive optics, and radio astronomy workflows.

• YouTube
• 2 hours 58 minutes
• Self-Paced
• Free Video

Interactive Data Visualizations with Makie.jl - JuliaCon 2022 Workshop

Learn to build interactive and static data visualizations in Julia with Makie, including layouts, theming, custom recipes, scene graphs, interactions, and interactive app projects.

• YouTube
• 2 hours 44 minutes
• Self-Paced
• Free Video

MDPs - Markov Decision Processes - Decision Making Under Uncertainty Using POMDPs.jl

Explore Markov decision processes through a Julia grid-world implementation using value iteration, reinforcement learning, and Monte Carlo tree search.

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

Web App Development with Genie.jl in Julia - Tutorial and Demo

Build a Julia web application with Genie.jl, covering MVC structure, database migrations, templating, search, REST APIs, deployment, and authentication.

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

Julia for Biologists - A Perspective on Speed, Abstraction, and Metaprogramming

A perspective on how Julia’s abstraction and metaprogramming support biological computing, from single-cell analysis and image processing to whole-cell modeling.

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

Simulating Chemical Kinetics with ReactionMechanismSimulator.jl - JuliaCon 2021

Simulate chemical mechanisms in Julia with ReactionMechanismSimulator.jl, exploring mass-action kinetics, sensitivity analysis, symbolic reduction, and steady-state identification.

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

PyTorch and the Journey in Open Source - Keynote by Soumith Chintala

A keynote on PyTorch’s implementation, ecosystem, open-source philosophy, and evolution from Torch.

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

Unleashing Algebraic Metaprogramming in Julia with Metatheory.jl

Explore algebraic metaprogramming in Julia through e-graphs, equality saturation, and classical term rewriting with Metatheory.jl.

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

Easy and Featureful Parallelism with Dagger.jl - JuliaCon 2021

Dagger.jl extends Julia parallelism with scheduling, distributed arrays, checkpointing, GPU execution, and a security-camera monitoring demo.

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

Interplay of Linear Algebra, Machine Learning, and HPC - JuliaCon 2021 Keynote

A keynote on using hierarchical low-rank linear algebra and machine learning to accelerate large-scale solvers and tune their performance on high-performance computers.

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

Julia in VS Code - New Features and Enhancements

A tour of new Julia VS Code extension features, including native Jupyter notebooks, faster debugging, REPL connections, progress logging, and package releases.

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

Survey of the Julia General Registry: Code, Documentation, and Testing

A data-driven survey of Julia’s General registry examines package size, licenses, documentation, tests, CI, contributors, and analysis with PackageAnalyzer.jl.

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

Changing Physics Education with Julia

A Julia-based approach connects nonlinear-dynamics mathematics with executable code, figures, interactive applications, and practice.

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