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The Julia Programming Language

Docs, CI Tests, Error Messages, and Interfaces in Julia's SciML - JuliaCon 2024

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Explore SciML's infrastructure practices in Julia, covering documentation, testing, error handling, and benchmarking. Gain insights into scalable and reproducible numerical ecosystems for Julia developers.
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1 Lesons
30 minutes
On-Demand
Free-Video
The Julia Programming Language

JuliaSim: Machine Learning Accelerated Modeling and Simulation

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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.
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19 Lesons
30 minutes
On-Demand
Free-Video
The Julia Programming Language

Solving Fractional Differential Equations with FractionalDiffEq.jl

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Discover how to solve complex fractional differential equations using FractionalDiffEq.jl, a powerful Julia package that integrates with SciML for advanced mathematical modeling and scientific computing.
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1 Lesons
33 minutes
On-Demand
Free-Video
The Julia Programming Language

Hierarchical Component-Based Modeling with ModelingToolkit.jl

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Explore hierarchical component-based modeling using ModelingToolkit.jl for efficient simulation of complex systems. Learn to build, simplify, and analyze large-scale models with Julia's SciML ecosystem.
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1 Lesons
2 hours 58 minutes
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Free-Video
The Julia Programming Language

PEtab.jl - Efficient Parameter Estimation for Dynamic Models

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Explore efficient parameter estimation for dynamic models in biology using PEtab.jl. Learn to import problems, set up estimations, and choose optimal gradient computation methods.
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1 Lesons
27 minutes
On-Demand
Free-Video
The Julia Programming Language

Model Reparametrization with StructuralIdentifiability.jl - JuliaCon 2024

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Explore StructuralIdentifiability.jl's new features for rapid identification of identifiable functions and model reparametrization, enhancing modeling and control practices.
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1 Lesons
11 minutes
On-Demand
Free-Video
The Julia Programming Language

FMIExchange.jl - Foreign Models Through a Familiar Interface

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Explore FMIExchange.jl for seamless integration of FMI-compliant models with Julia's DifferentialEquations.jl, enabling multi-model simulations and advanced control strategies in complex systems.
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1 Lesons
11 minutes
On-Demand
Free-Video
The Julia Programming Language

Combined Stochastic Models for Cancer Patient Trajectories

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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.
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1 Lesons
24 minutes
On-Demand
Free-Video
The Julia Programming Language

State of Julia's SciML Ecosystem - Current Status and Future Directions

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Comprehensive overview of Julia's SciML ecosystem, highlighting maturity levels of various packages, current development focus, and future directions in scientific machine learning and differential equations.
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1 Lesons
31 minutes
On-Demand
Free-Video