The Julia Programming Language Courses

Julia for High-Performance Computing - JuliaCon 2022

Explore Julia's capabilities for high-performance computing through expert talks on scalability, GPU support, MPI integration, and real-world applications in scientific and engineering domains.

• YouTube
• 2 hours 20 minutes
• On-Demand
• Free Video

Julia in Astronomy and Astrophysics Research - JuliaCon 2022

Explore how Julia enhances astronomical research through talks on instrument simulation, stellar modeling, exoplanet characterization, cosmology, and more. Discover Julia's impact on productivity and scientific advancement in astronomy.

• YouTube
• 2 hours 58 minutes
• On-Demand
• Free Video

Interactive Data Visualizations with Makie.jl - JuliaCon 2022 Workshop

Comprehensive workshop on Makie.jl: create complex interactive visualizations, master layouts, handle observables, and understand Makie's architecture. Includes live coding projects and practical implementation techniques.

• YouTube
• 2 hours 44 minutes
• On-Demand
• Free Video

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

Explore Markov Decision Processes and decision-making under uncertainty using POMDPs.jl. Learn about MDPs, Grid World, solvers, reinforcement learning, and visualization techniques in Julia.

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

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

Comprehensive tutorial on building web applications with Genie.jl, covering MVC structure, database integration, templating, REST APIs, and advanced features like authentication and plugins in Julia.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

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

Explore Julia's potential in biology: speed, abstraction, and metaprogramming for data analysis, modeling, and research. Learn practical examples and discover the Julia ecosystem for biologists.

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

Simulating Chemical Kinetics with ReactionMechanismSimulator.jl - JuliaCon 2021

Explore chemical kinetics simulation using ReactionMechanismSimulator.jl. Learn about mechanism analysis, symbolic reduction, and efficient steady-state solution identification in Julia.

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

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

Soumith Chintala discusses PyTorch's journey, principles, and ecosystem, exploring its development, community impact, and future directions in deep learning and open-source collaboration.

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

Unleashing Algebraic Metaprogramming in Julia with Metatheory.jl

Explore Metatheory.jl for algebraic metaprogramming in Julia, covering e-graphs, equality saturation, and applications in symbolic computing, category theory, and compiler optimizations.

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

JuliaSim: Machine Learning Accelerated Modeling and Simulation

Explore JuliaSim: Accelerate modeling and simulation with machine learning. Learn about fast differential equation solvers, neural network integration, and surrogate models for enhanced computational efficiency.

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

Easy and Featureful Parallelism with Dagger.jl - JuliaCon 2021

Explore advanced parallelism in Julia with Dagger.jl, offering GPU execution, fault tolerance, and efficient resource utilization. Learn through practical examples and discover its powerful features.

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

The State of Julia in 2021 - JuliaCon Keynote

Comprehensive overview of Julia's progress in 2021, covering threading, compiler improvements, linear algebra advancements, package updates, and future development plans.

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

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

Explore the interplay of linear algebra, machine learning, and HPC with Dr. Li. Learn about fast solvers, low-rank compression, and how ML can optimize linear algebra computations for big data problems.

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

Cedar: A Composable ML Accelerated Analog Circuit Simulator

Explore Cedar, a novel Julia-based analog circuit simulator, offering composability, ML acceleration, and seamless integration with the Julia ecosystem for advanced circuit design and optimization.

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

Julia in VS Code - New Features and Enhancements

Explore new features in Julia VS Code extension: Jupyter integration, plot gallery, debugger improvements, and package release tools for enhanced development experience.

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