The Julia Programming Language Courses

What's New with Turing.jl and Its Ecosystem

Explore updates to Turing.jl, a probabilistic programming framework in Julia for Bayesian inference, and its expanding ecosystem of modular packages for enhanced usability and extensibility.

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

New Ways to Compile Julia - JuliaCon 2024

Explore innovative compilation techniques for Julia, including a new compiler driver and modes for generating smaller binaries with optimized assumptions.

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

NetSurvival.jl - A Glimpse into Relative Survival Analysis

Explore relative survival analysis in cancer studies using NetSurvival.jl, a Julia package offering fast, reliable tools for extracting net survival curves and integrating with StatsModels.jl API.

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

Tools for Agent-Based Modelling in Developmental Biology

Explore tools for agent-based modeling in developmental biology using Julia, including SpatialHashTables.jl, BoundedDegreeGraphs.jl, and AgentTools.jl. Learn about Position-Based Dynamics for particle simulations.

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

The Personalisation of Cardiovascular Models Using Julia

Innovative workflow for personalizing cardiovascular models using Julia, combining data assimilation, sensitivity analysis, and optimization to enhance clinical decision-making and improve patient outcomes.

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

Combined Stochastic Models for Cancer Patient Trajectories

Integrating diverse clinical data into a unified stochastic model for cancer patient trajectories, combining tumor growth, metastasis, and survival data using Julia for simulation and Bayesian inference.

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

Memory in Julia - New Low-Level Type and Performance Improvements

Explore Julia's new Memory type, improving Array performance and enabling atomic operations for enhanced multi-threaded programming capabilities.

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

App Support in Pkg - Enhancing Julia Package Functionality

Explore new Pkg functionality for Julia packages to declare and install applications, enabling easy terminal execution and resolving compatibility issues.

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

Compiler Plugins and Non-Native Execution Caching in Julia

Explore Julia's compiler plugins, caching infrastructure, and non-native execution challenges. Learn about proposed solutions for cross-session caching and executing non-native code.

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

Renovating Automated Dependency Management in Julia

Explore automated dependency management in Julia, focusing on Renovate integration. Learn about standardized processes, challenges, and the future of package management in the Julia ecosystem.

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

Pkg en Route - The Logistics Behind the Julia Package Manager

Explore Julia's package manager infrastructure, from resolving dependencies to global distribution networks. Learn about server protocols, PkgServer.jl, and custom server setup for efficient package management.

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

The Public Keyword and Public APIs in Julia

Explore Julia's `public` keyword, its role in API design, and tooling support. Learn about declaring public APIs, existing conventions, and future developments in Julia's ecosystem.

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

UnROOT.jl - Data I/O for High-Energy Physics in Julia

Explore UnROOT.jl, a Julia package for high-performance data I/O in high-energy physics. Learn about its optimizations, type stability challenges, and performance comparisons with popular alternatives.

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

AI Hardware and Real-world AI - JuliaCon 2024

Explore AI's computational impact, from theoretical understanding to efficient hardware design. Gain insights on optimizing AI models for real-world applications across various computational scales.

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

DistributedWorkflow.jl - A Task-Based Workflow System Interface

Explore DistributedWorkflow.jl, a Julia interface for task-based workflow management. Learn to build domain-specific workflows, leverage dynamic scheduling, and simplify parallel distributed application development for HPC and domain scientists.

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