[08x12] Intro to SciML

SciML stands for Scientific Machine Learning.
SciML is a collection of state-of-the-art tools for Scientists written in the Julia Programming Language.
SciML is a convergence of many different disciplines, including Differential Equations, Machine Learning and Probabilistic Programming.
This video provides a hands-on demonstration on how to solve a very difficult, scientific problem by using some of the tools available in the SciML ecosystem.

Series Prerequisites:
Basic knowledge about coding with the Julia Programming Language is required.
Students should also know how to perform basic data analysis and data visualization using Julia.
Students should also be comfortable using Julia in VS Code and Pluto notebooks.

00:00 Intro
00:22 Motivation
02:24 What is SciML?
03:52 Spiral ODE Model
07:34 SciML Demonstration: Observations
12:21 SciML Demonstration: Differential Equations + Machine Learning
16:05 SciML Demonstration: Probabilistic Programming
18:28 SciML Demonstration: Analysis
24:08 Final Thoughts
25:24 Outro

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Links for this tutorial
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Code for this tutorial (GitHub)
https://github.com/julia4ta/tutorials...

SciML Demo Source Code
https://docs.sciml.ai/Overview/stable...

Dandekar et al. "Bayesian Neural Ordinary Differential Equations." arXiv, December 14, 2020, last revised February 6, 2022.
https://arxiv.org/abs/2012.07244

SciML Website
https://sciml.ai/

SciML Documentation
https://docs.sciml.ai/Overview/stable/

SciML (GitHub)
https://github.com/SciML

DifferentialEquations.jl (GitHub)
https://github.com/SciML/Differential...

DiffEqFlux.jl (GitHub)
https://github.com/SciML/DiffEqFlux.jl

Flux.jl (GitHub)
https://github.com/FluxML/Flux.jl

AdvancedHMC.jl (GitHub)
https://github.com/TuringLang/Advance...

MCMCChains.jl (GitHub)
https://github.com/TuringLang/MCMCCha...

Plots.jl (GitHub)
https://github.com/JuliaPlots/Plots.jl

ComponentsArrays.jl
https://github.com/jonniedie/Componen...

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Links for this series
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Link to Series 8 Playlist [Intro to Scientific Computing in Julia]
   • Tutorial Series 08 | Intro to Scienti...  

The Julia Programming Language
https://julialang.org/
https://docs.julialang.org/en/v1/
   / @thejulialanguage  

VS Code
https://code.visualstudio.com/

Pluto.jl
https://plutojl.org/
https://github.com/fonsp/Pluto.jl

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   / @doggodotjl  

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