AI/Machine learning in fluid mechanics, engineering, physics

AI/Machine learning in fluid mechanics, engineering, physics

Share this post

AI/Machine learning in fluid mechanics, engineering, physics
AI/Machine learning in fluid mechanics, engineering, physics
Pt 3: Project ideas, links to code, papers, galore

Pt 3: Project ideas, links to code, papers, galore

ML Surrogates for CFD

Justin Hodges, PhD's avatar
Justin Hodges, PhD
Jun 19, 2025
∙ Paid
4

Share this post

AI/Machine learning in fluid mechanics, engineering, physics
AI/Machine learning in fluid mechanics, engineering, physics
Pt 3: Project ideas, links to code, papers, galore
Share

Share

Overview

This post is a continuation in my ‘learning pathway’ series (part 1, part 2). While part 1 had a heavy focus on learning curriculums, part 2 offered resources to get up and running, and herein part 3 continues in the direction of self sufficiency with a big list of project ideas, papers, and sharable code projects. This post is heavily focused on sharing links, rather than explaining education concepts (there is some, just not as much as m normal posts).

Project Ideas w/ Companion Papers

Unsure about which projects to pursue, or where machine learning can add value in our realm of mechanical and aerospace applications? Let’s kick-off the post with a list of 18 ideas to inspire creativity and get you warmed up before dumping Github links. Each idea has a companion paper linked. Of course, there are many, many more examples).

This post is for paid subscribers

Already a paid subscriber? Sign in
© 2025 Justin Hodges
Privacy ∙ Terms ∙ Collection notice
Start writingGet the app
Substack is the home for great culture

Share