# Scientific Machine Learning, Differential Equations, and Symbolic Mathematics Opportunities in Julia

**URL:** <https://discourse.julialang.org/t/scientific-machine-learning-differential-equations-and-symbolic-mathematics-opportunities-in-julia/32232>\
**Category:** Jobs\
**Created:** [December 13, 2019, 2:08pm UTC](https://discourse.julialang.org/t/scientific-machine-learning-differential-equations-and-symbolic-mathematics-opportunities-in-julia/32232 "2019-12-13T14:08:37Z")\
**Posts on this page:** 1\
**Page:** 1

<div class="post-metadata">

**Author:** ![ChrisRackauckas](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/chrisrackauckas/32/77_2.png) [@ChrisRackauckas](https://discourse.julialang.org/u/ChrisRackauckas)\
**Post date:** [December 13, 2019, 2:08pm UTC](https://discourse.julialang.org/t/scientific-machine-learning-differential-equations-and-symbolic-mathematics-opportunities-in-julia/32232/1 "2019-12-13T14:08:37Z")

</div>

If you’re an undergraduate, graduating undergraduate, grad student looking for research directions, or graduating and looking for opportunities, then there may be some Julia-based development projects for you. If you’re interested in topics like:

- Neural differential equations and automated discovery of scientific models
- Numerical methods for ordinary, delay, differential-algebraic, and stochastic differential equations
- Symbolic computations on models, a la [ModelingToolkit.jl](https://github.com/JuliaDiffEq/ModelingToolkit.jl)
- GPU-acceleration of scientific models
- Pharmaceutical modeling and simulation

Please feel free to get in touch with me. For more projects, see [the GSoC page on DifferentialEquations.jl for some examples](https://julialang.org/soc/gsoc/diffeq.html) and the [GSoC page on Flux.jl](https://fluxml.ai/gsoc.html).