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fix up gsocs
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dev.md

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@@ -84,6 +84,8 @@ scientific machine learning, to parallel and symbolic-numeric computing.
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To get started, take a look at the project lists and contact one of the mentors
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associated with the project.
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**Note**: All GSoC projects are expected to be 350 hours unless specified otherwise.
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#### Projects Lists
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- [General Numerics](/gsoc/gsoc_numerics)

gsoc/gsoc_diffeq.md

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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas), [Kanav Gupta](https://github.com/kanav99) and [Utkarsh](https://github.com/utkarsh530), [Oscar Smith](https://github.com/oscardssmith)
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Easy to Hard depending on the chosen subtasks.
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**Expected Results**: Improved benchmarks to share with the community.
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and , [Oscar Smith](https://github.com/oscardssmith)
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and [Oscar Smith](https://github.com/oscardssmith)
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Easy to Hard depending on the chosen subtasks.
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and [Alex Jones](https://github.com/xtalax)
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Medium to Hard depending on the chosen subtasks.
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**Mentors**: [Samuel Isaacson](https://github.com/isaacsas) and [Chris Rackauckas](https://github.com/ChrisRackauckas).
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Medium to Hard depending on the chosen subtasks.

gsoc/gsoc_numerics.md

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**Expected Results**: New parallel algorithms wrapped into [LinearSolve.jl](https://github.com/SciML/LinearSolve.jl)
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas)
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and [Oscar Smith](https://github.com/oscardssmith)
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Easy to Medium depending on the chosen subtasks.
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**Expected Results**: New tutorials in [SciMLTutorials](https://github.com/SciML/SciMLTutorials.jl) and benchmarks in [SciMLBenchmarks](https://github.com/SciML/SciMLBenchmarks.jl).
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas)
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and [Oscar Smith](https://github.com/oscardssmith)
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Easy.

gsoc/gsoc_optimization.md

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**Mentors**: [Vaibhav Dixit](https://github.com/Vaibhavdixit02), [Chris Rackauckas](https://github.com/ChrisRackauckas)
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Easy to Hard depending on the chosen subtasks.
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**Mentors**: [Vaibhav Dixit](https://github.com/Vaibhavdixit02), [Chris Rackauckas](https://github.com/ChrisRackauckas)
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Easy to Medium depending on the chosen subtasks.
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**Mentors**: [Vaibhav Dixit](https://github.com/Vaibhavdixit02), [Chris Rackauckas](https://github.com/ChrisRackauckas)
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**Expected Project Size**: 350 hour.
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**Difficulty**: Easy to Medium depending on the chosen subtasks.
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**Mentors**: [Vaibhav Dixit](https://github.com/Vaibhavdixit02), [Avik Pal](https://github.com/avik-pal), [Utkarsh](https://github.com/utkarsh530), [Chris Rackauckas](https://github.com/ChrisRackauckas)
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Easy to Medium depending on the chosen subtasks.
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gsoc/gsoc_sciml.md

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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and [Sathvik Bhagavan](https://github.com/sathvikbhagavan)
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**Expected Project Size**: 350 hour.
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**Difficulty**: Medium.
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## Improvements to Physics-Informed Neural networks (PINN) for solving differential equations
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Neural networks can be used as a method for efficiently solving difficult partial differential equations.
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and [Sathvik Bhagavan](https://github.com/sathvikbhagavan)
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Easy to Hard depending on the chosen subtasks.
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and [Anas Abdelrehim](https://github.com/AnasAbdelR)
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**Expected Project Size**: 350 hour.
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**Difficulty**: Medium to Hard depending on the chosen subtasks.
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and [Sathvik Bhagavan](https://github.com/sathvikbhagavan)
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Medium to Hard depending on the chosen subtasks.
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and [Vaibhav Dixit](https://github.com/Vaibhavdixit02)
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**Expected Project Size**: 175 hour or 350 hour depending on the chosen subtasks.
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**Expected Project Size**: 350 hour.
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**Difficulty**: Easy to Medium depending on the chosen subtasks.
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**Mentors**: [Francesco Martinuzzi](https://github.com/MartinuzziFrancesco), [Chris Rackauckas](https://github.com/ChrisRackauckas)
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**Expected Project Size**: 175 hour (core model + docs/tests), 350 hour if adding stretch items (additional models).
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**Expected Project Size**: 350 hour.
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**Difficulty**: Medium

gsoc/gsoc_symbolic_numeric.md

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**Expected Results**: Efficient and high-quality implementations of model order reduction methods.
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas)
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and [Oscar Smith](https://github.com/oscardssmith)
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas) and [Yingbo Ma](https://github.com/YingboMa)
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**Mentors**: [Chris Rackauckas](https://github.com/ChrisRackauckas), [Anand Jain](https://github.com/anandijain) and [Samuel Isaacson](https://github.com/isaacsas)
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**Expected Project Size**: 350 hour.
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**Mentors**: [Samuel Isaacson](https://github.com/isaacsas) and [Chris Rackauckas](https://github.com/ChrisRackauckas).
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**Expected Project Size**: 350 hour.
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**Difficulty**: Easy to Hard depending on the chosen subtasks.
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