Julia is a high-performance, dynamic programming language for modern technical computing. It solves the two language problem by being simultaneously as fast as C and as easy as Python. The built-in package manager provides access to over 6,000 Julia packages created by the Julia community, in addition to foreign function interfaces for tens of thousands of C, Fortran, Python, and R libraries.
The Julia package ecosystem includes best in class packages in a number of ecosystems: Image Processing, Machine Learning, Data Science, Optimization, Parallel computing, Cloud computing, Automatic Differentiation, Graph Processing, Probabilistic Programming, Finite Elements, Computational Biology, Ecology, Climate science, Astrophysics, Quantum Computing, and much more.
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Emulating code evaluation 2:13:55
Great work, really good talks. I wonder how Steffen Plunder uses an interactive applet in a presentation (5:12:21), is it Genie on reveal.js?
Quarto 2:54:15
Pluto.jl 2:23:49
State of Julia, Kristoffer Carlsson, Lilith Hafner, Elliot Saba - 1:00:48 (Sponsor talk) Juliet & Romeo; making Julia a hard real-time robot language - 1:49:35 JuliaSim: Bringing Julia to industrial modeling and simulation, Viral B. Shah, Gary Mansouri, Chris Rackauckas - 2:06:10 Adventures in Julia IR: plundering Core.Compiler, Frames Catherine White - 2:49:15 Compiler plugins and non-native execution caching, Valentin Churavy - 3:19:52 Secure numerical computations using fully homomorphic encryption, Michael Schlottke-Lakemper - 3:50:58 Cryptography packages in Julia: what is missing? Jorge Alberto Vieyra Salas - 5:48:54 The `Memory` type in Julia v1.11+, Oscar Smith, Jameson Nash - 6:19:10 App support in Pkg, Kristoffer Carlsson - 6:49:30 Juliascripts.jl run at max speed, Stephan Sahm - 7:29:20 ScopedValues what are they good for? Valentin Churavy - 7:39:24 Renovating automated dependency management, Anant Thazhemadam, Joris Kraak - 7:49:30 Pkg en route: the logistics behind Pkg, Fredrik Ekre - 8:19:10 The `public` keyword (v1.11+) and how public APIs work for Julia, Lilith Hafner - 8:51:05 (Keynote) Materials Modeling: bonding across atoms, code, people - Machael F. Herbst, Rachel Kurchin - 9:29:21
1:36:02 - Policy Enforcement in Julia Enterprise Applications with OPA 1:52:32 - ExponentialFamilyManifolds.jl: Advancing Probabilistic Modeling 2:19:42 - BLASPhemy 3:01:32 - Finite Element Modeling of Magnetic Fields in Julia 3:13:42 - RayTraceHeatTransfer.jl: 2D enclosure radiative heat transfer 3:26:42 - DFTK.jl: 5 years of a multidisciplinary electronic-structure cod 5:19:52 - Developing Supercomputing Geoscience Applications using Julia 5:44:12 - Portable communications interface for Earth System Model 6:05:12 - Seamless transition from single-core Python to Julia Multi-GPU 6:26:57 - Updates and Advances in CUDA.jl and oneAPI.jl 6:59:52 - Applications of Distributed Task Parallelism 7:22:42 - libtrixi: Serving legacy Fortran codes with simulations in Julia 7:43:51 - SeismicWaves.jl: a wave simulation package for FWI on multi-xPUs 8:04:32 - A fast and flexible CFD solver with heterogeneous execution
1:50:32 - What's new in the Julia extension for VS Code 2:00:12 - GenX: a high-performance tool for electricity system planning 2:11:32 - Investigating Crimes using Julia 2:43:12 - TSearch: An Experimental Search System for the Julia Community 2:51:52 - InferOpt.jl: combinatorial optimization and machine learning 2:58:42 - All that's new and improved in Optimization.jl 3:18:32 - Exploring musical tunings with Julia 3:30:02 - TotalViewITCH.jl - Parse the messages in Julia! 3:39:32 - JSOSuite.jl: one-stop solution for optimization 5:40:12 - Real‑Time Airborne Magnetic Navigation with MagNav.jl 6:11:22 - 'What's the plan?', asked my robot 6:38:42 - What's new in GraphBLAS.jl 7:19:02 - BoxCox.jl -- A lightweight package with nice extensions 7:27:52 - MuJoCo.jl: A case study for developing Julia bindings 7:40:12 - SequentialCompression.jl: Out-of-core multi array compression 7:50:02 - HighDimPDE.jl: Solving high dimensional PDEs using deep learning 8:00:42 - Cairn.jl: Enhanced Molecular Dynamics for Active Learning 8:11:52 - cadCAD.jl: A Modeling Library for Generalized Dynamical Systems
2:03:12 - Literate package development using Pluto 2:13:22 - Build real-time processes with Pluto's reactivity 2:23:42 - 🎈 Pluto.jl - Interactive package development and debugging 2:54:12 - Quarto Extensions for the Julia Community 3:31:52 - SummaryTables: Publication-ready tables in docx HTML LaTeX Typst 3:44:02 - Jlyfish: Reproducible documents with Julia and Typst 3:54:22 - TidierPlots.jl: Bringing ggplot2 to Julia 4:04:32 - What's new with Makie.jl? 4:13:12 - Interactive Dashboards with WGLMakie and Bonito 5:55:55 - Optimization Methods for Robot Motion Planning in JuMP 6:22:42 - GeoCombSurfX - exploring properties of polygonal complexes 6:54:22 - Attractors.jl: next-gen (multi-)stability analysis 7:27:52 - Using KeplerGl Visualizations in Pluto 7:42:12 - What's new in QML.jl 7:51:52 - Rosenbrock methods within OrdinaryDiffEq.jl 8:22:12 - Automated Theorem Proving with dL in Julia
1:43:32 - NeuroTree - A differentiable tree operator for tabular data 1:55:58 - The general purpose algorithmic differentiation wrapper ADOLC.jl 2:04:42 - AI Wrote This: Discover Generative AI in Julia 2:34:52 - Causal Machine Learning with CausalELM 3:15:02 - Symbolic AI workflows with Sole.jl 3:26:07 - What's new with GraphPPL.jl? 3:34:32 - Modern CI/CD Machine Learning workflows using Julia 5:33:22 - Designing satellites constellations with Julia 6:04:12 - What's new with BifurcationKit.jl 6:34:22 - Kuber.jl: An OpenAPI based Kubernetes client for Julia 7:12:32 - Evaluate LLM synthesized Julia code 7:24:22 - LASDatasets.jl: A Centralised Package for Handling LAS Data 7:34:22 - Wave and Ray Optics for Light Based Tomographic 3D printing 8:04:42 - What's next for Transducers.jl?
1:59:22 - GNSSReceiver GNSS signal processing and positioning in real time 2:08:02 - Bayesian non-linear mixed effects model for safer powder storage 2:20:22 - Ray.jl: Julia runtime and client for the Ray compute framework 2:41:22 - Extrae.jl: Advance profiling of Julia code in HPC clusters 3:29:02 - Parallel algebraic multigrid in Julia with PartitionedArrays.jl 3:41:02 - Trustworthy AI in Julia meets Supercomputing 3:49:02 - Advancements in Peridynamics.jl for Dynamic Fracture Simulations 5:49:22 - DistributedWorkflow.jl - A task-based workflow system interface 6:20:22 - Rembus.jl: a Pub/Sub and Remote Procedure Call middleware 6:50:12 - A live coding music performance with Julia 7:29:02 - Randomized Diagonal Estimation in Julia 7:41:17 - Sustainable Development of Stencil-based HPC Applications 7:53:51 - Robust Calibration of Industrial HVAC and Battery Systems 8:19:32 - QSS: a solver for a large sparse stiff discontinuous system
1:05:32 - MATLAB |> Julia 😊 0:00:02 - Blending the gap: mixing MATLAB with Julia 2:07:52 - Bias correcting methods for climate models 2:25:02 - Retro6502 for 8-bit dev: smashing a mosquito with a pile driver 5:05:02 - Effective Julia Computation as a Service 5:29:32 - PPTX.jl an open-source package by ASML 5:40:32 - Workflow for developing multiple interdependent packages 6:04:42 - 🚗 Integrating Julia for Perception task in autonomous driving 6:24:52 - Unveiling Full Stack Development with PeaceFounder 6:50:52 - Julia at Fugro 7:12:12 - How a Julia Backend Accelerates Model Based App Development 7:35:12 - TulipaEnergyModel.jl: An efficient and flexible energy model 7:51:02 - Industrial Julia Panel Discussion
1:04:32 - CoupledElectricMagneticDipoles.jl 1:14:12 - Introducing MuJoCo.jl - Julia bindings for the MuJoCo simulator 1:24:42 - What's new with VoronoiFVM.jl 1:38:12 - Nurturing a quantum open-source ecosystem 2:04:52 - Simulating quantum molecular dynamics with Julia 2:14:42 - Computer-Aided Design of Quantum Integrated Circuits 5:04:12 - Tensor network for quantum error correction 5:32:52 - Piccolo.jl: an integrated stack for quantum optimal control 6:03:22 - Composable API for Quantum Networking Protocols 6:43:52 - On physics-informed automatic differentiation 6:55:52 - Equivalence Checking of Dynamic Quantum Circuits 7:04:42 - ITensorNetworks.jl 7:36:02 - Projector Monte Carlo and exact diagonalisation with Rimu.jl
Accelerate insights code to slides faster, Jack Diamond - 1:26:15 Solving integral equations with Inti.jl Luiz M. Faria - 1:36:00 Building confidently in Julia with interface-driven design, Sam Buercklin - 2:09:20 AppBundler.jl Bundle your Julia GUI Application, Janis Erdmanis - 2:38:19 Unlocking lightning speed of Julia's Dict with Robinhood hashing, Koustav Chowdhury - `missing` Simulating nano-particle trajectories using CMInject.jl, Surya Kiran Peravali - 4:45:00 Natural science, computer modeling and literate programming, Johan Hidding - 4:55:30 Fuse.jl the power of Julia for the fusion industry - Tim Slendebroek - 5:06:12 Geant4.jl particle transport in Julia, Pere Mato - 5:38:30 Lyotropic liquid crystals thermodynamics and numerical methods, Pablo Zubieta - 6:16:50 Efficient composable solver for non-equilibrium flows, Longqing Ge - 6:26:40 Jet finding in Julia, Graeme Stewart - 6:38:20 WGPU graphics and compute API in Julia, Arhik K - `missing` FastIce.jl a massively parallel ice flow model running on GPUs, Ivan Utkin - 7:35:40
Correction on talk processsimulator.jl: *IDAEs support dynamic simulations and have documented examples.
4:03:50 Turing.jl
appreciate the time and effort you put into creating such informative content. Keep up the great work! 👍
0:56:12 - Herb.jl: Teaching programs how to program with program synthesis 1:07:17 - FMIExchange.jl: Foreign Models Through a Familiar Interface 1:17:17 - Enabling Spectral Indices Computation with SpectralIndices.jl 1:28:12 - Fast probabilistic inference for ODEs with ProbNumDiffEq.jl 1:56:52 - What’s new with GeoInterface.jl: traits for interoperability 2:06:37 - Writing allocation-free Julia code with AllocCheck.jl 4:57:52 - Recursive Causal Discovery with Julia 5:15:42 - 💰 Trillion Dollar Words in Julia 5:55:42 - Using Julia as part of an Anomaly Detection pipeline 6:36:52 - Working with Open Street Map spatial data in Julia 6:46:17 - Strategic Data Handling in Julia 6:57:42 - Forecasting Mental Wellness of Students using Julia 7:25:52 - Cost-Efficient Experimental Designs, aka CEEDesigns.jl
0:57:12 - Creating Enterprise grade Desktop applications with Julia 1:10:22 - Julia for the working mathematician: parametric Gröbner bases 1:19:07 - Build a computational thinking - like class for the greater good 1:29:07 - What's new in Trustworthy AI in Julia (Taija)? 2:00:22 - Simulating Cognitive Models of Human Decision-Making in Julia 2:10:37 - Jurassic REPL: vi Finds a Way 4:59:22 - GPU Acceleration of Julia's SciML: ODEs, Optimization, and more 5:29:07 - Gradients for everyone: a quick guide to autodiff in Julia 6:00:22 - Train a Llama(2) in Julia! 6:40:02 - End-to-End AI (E2EAI) with Julia, K0s, and Argo Workflow 6:50:22 - What's new with Explainable AI in Julia? 7:00:22 - Large Language Models: To Be or Not To Be 7:31:02 - Gatlab: Computer Algebra and Standard ML modules combined
Thanks, very helpful
1:07:22 - Differentiable point cloud rasterisation 1:17:47 - Julia for Particle-Based Multiphysics with TrixiParticles.jl 1:47:27 - CedarEDA tutorial: a fresh approach to circuit simulation 2:17:14 - JuliaSimBatteries.jl: Robust PDE Models of Lithium-ion Batteries 4:18:52 - Introducing DMRjulia v1.0 4:47:22 - Scientific Data Minisymposium 4:50:12 - DiskArrays.jl for working with large disk-based nd-arrays 5:19:07 - PyramidScheme.jl overviews for larger than memory arrays 5:30:22 - DimensionalData.jl: named dimensions for julia data 0:00:02 - Rasters.jl: raster data and GIS tools for julia 6:01:12 - Efficient Chunk Access across HDF5, Zarr, and TIFF 6:47:22 - KSVD.jl: A case study in performance optimization. 7:02:47 - Julia's use in nuclear physics data analysis: study of a case 7:17:27 - UnROOT.jl - Data I/O for High-Energy Physics in Julia
1:44:42 - MIToS Evolution: Riding the Bioinformatics Wave 1:54:02 - Combined Stochastic Models for Cancer Patient Trajectories 2:19:47 - Structural Bioinformatics with BiochemicalAlgorithms.jl 2:50:02 - The personalisation of cardiovascuar models using Julia 4:49:02 - Tools for agent-based modelling in developmental biology 5:19:52 - NetSurvival.jl: A glimpse into relative survival analysis 5:48:17 - Cognitive computational modeling made easy with Julia 6:30:42 - NeuroDynamics.jl: Next generation models in neuroscience 6:41:12 - Integrative Stochastic Modeling of Infectious Disease with Julia 6:51:49 - Fast, Elegant, Set-oriented Numerical Analysis using GAIO.jl 7:20:22 - Real Time ODEs for Sound Synthesis and Parameter Exploration 7:48:37 - Solve Fractional Differential Equation with FractionalDiffEq.jl
1:21:42 - PiecewiseInference.jl: inverse modelling for complex dynamics 1:31:17 - Newcomers experiences: Why do we need a stricter Julia mode🧐 1:59:44 - Julia-Powered Computerized Cognitive Rehabilitation for Children 2:28:22 - MacroModelling.jl - developing and solving DSGE models 4:30:32 - Developing a Satellite Telemetry Analysis System 5:01:57 - The SatelliteToolbox.jl Ecosystem 5:29:57 - A Reference Model for Airborne Wind Energy Systems - Case Study 6:00:47 - Towards Aerodynamic Simulations in Julia with Trixi.jl 6:28:47 - Variational Multiscale Method in Julia for airfoils simulations 6:41:32 - Trajectory optimisation in space mechanics with Julia 7:11:07 - Propagating large orbital uncertainty with TaylorIntegration.jl 7:38:42 - RunwayPNPSolve.jl: Uncertainty-Aware Pose Estimation. 7:53:17 - Optimal Cooperative Rendezvous using AerialVehicles.jl
1:31:26 - Teaching Structural Bioinformatics with BiochemicalAlgorithms.jl 1:34:47 - Notes from an All-Julia Honours Thesis 1:35:38 - My Experience With Deep Learning Research in Julia. 2:11:12 - MaxEntropyGraphs.jl: Random Graphs with JuliaGraphs 2:39:22 - Fast and generic Hidden Markov Models 4:41:02 - Probabilistic inference using contraction of tensor networks 5:10:57 - OpenAPI.jl for easy HTTP APIs 5:41:22 - A retrospect on Julia web services: HTTP, performance and memory 6:30:12 - SpatialDependence.jl: exploratory spatial data analysis 6:41:52 - Curling with Julia: A brief overview of CurlHTTP.jl 7:13:32 - EditBoundary.jl - a quest to revive structured quad meshes 7:39:07 - Improving the life-cycle of tensor algorithm development
1:26:17 - Accelerate Insights: Code -> Slides, Faster! 1:36:02 - Solving integral equations with Inti.jl 2:08:22 - Building Confidently in Julia with Interface Driven Design 2:36:57 - AppBundler.jl - Bundle your Julia GUI Application 4:44:52 - Unlocking lightning speed of Julia's Dict with Robinhood Hashing 4:54:32 - Simulating nano-particle trajectories using CMInject.jl 4:55:22 - Natural Science, Computer Modeling and Literate Programming 5:06:32 - FUSE.jl: the power of Julia for the fusion industry 5:38:22 - Geant4.jl - Particle transport in Julia 6:16:32 - Lyotropic Liquid Crystals: Thermodynamics & Numerical methods 6:26:17 - Efficient, composable solver for non-equilibrium flows 6:37:42 - Jet Reconstruction in Julia 7:34:50 - FastIce.jl: a massively parallel ice flow model running on GPUs
1:01:12 - Raising the Ki of a SciML model 1:13:52 - SymbolicIndexingInterface.jl: Symbolic Indexing for Everyone 1:40:12 - JuliaSim Modeling Language: Composing Complex Systems with MTK 2:08:12 - Updates to Standard Library & The Native DSL of ModelingToolkit 4:05:42 - State of Julia's SciML Ecosystem 4:38:12 - PEtab.jl - Efficient parameter estimation for dynamic models 5:07:32 - Docs, CI Tests, Error Messages, and Interfaces in Julia's SciML 5:49:42 - Model reparametrization with StructuralIdentifiability.jl 6:01:02 - Personalising Models of Human Blood Sugar using SciML 6:13:02 - JuliaSim HVAC: Composing thermo-fluid modeling with SciML 6:23:52 - ProcessSimulator.jl: A Differentiable Chemical Process Simulator 6:35:32 - Fast parameter estimation with PhysicsInformedRegression.jl 6:46:42 - Interpretable Hierarchical Calibration of Agent-Based Models 7:13:32 - MeshGraphNets.jl - Adaptation of MeshGraphNets as NeuralODE
7:45 Computer science conference without problem with computer is invalid. 😁
8:12:12 - GreenSpeed Sustainability Application by Merck (using Julia & Genie!)
Starts about 1:35:45
Starts around 2:03:20
1:48:00
7:00:42 Kezdi.jl
jews
Some timestamps: 52:34 - ASML talk 1:42:16 - Language 1.5 talk 2:11:39 - BinaryBuilder2 2:41:24 - Infiltrator.jl 2:52:10 - Genie 3:16:30 - AI hardware 5:41:50 - Code provenance 6:12:20 - Static analysis in Julia 6:42:49 - Julia compiler secrets 7:21:10 - Julia in airgapped environments 7:42:00 - Static compilation
First two talks are missing
1:41:44 Language 1.5 revisited 2:10:51 BinaryBuilder 2 2:40:55 Infiltrator.jl 5:41:15 Dude, where's my code 6:42:30 Julia compiler secrets - static analysis 7:41:41 New ways to compile Julia (incomplete) Thanks for the stream!
Starts about 1:45:00
By yourself generic computer. Or use VB. Every language ess. should run in own environment.
All the best Aditi, 1:54:37
Loved the Trixiparticles.jl talk. Wonderful work!!! keep going
Great Work!! guys loved it.
1:26:10 start
(incomplete timestamps) 4:07:34 State of SciML └─ 4:27:10 Breaking changes coming to ODE.jl 5:08:55 Docs, CI Tests, Error Messages, and Interfaces in Julia's SciML Thanks for the stream!
This is the place I come every so often when I install a new machine and a fresh Julia environment
is Genie 6 out now? i can't find it
20:30 In some cases you can solve this equation exactly (Green functions, etc.). So you can kind of check your computer code against these solutions
RxInfer.jl is an incredible piece of work and software. The creators behind it should be very proud of what they have achieved.