fix images

news/2024/06/05/gsoc_2024.md

@@ -27,7 +27,7 @@ Zongyi Li Fourier Neural Operator for Parametric Partial Differential Equations
 
 About me: My name’s Kirill. Shortly about myself, I was born in Kazakhstan.  When I was 3, My family and I emigrated to Russia. My childhood was between Russia and Kazakhstan. After graduation from school, I moved to Saint Petersburg, where I already got a Bachelor's and Master's in Saint Petersburg State University. Somewhere in between I was a visiting student at Harbin Institute of Technology in China. A little over two years, I have been living in Tbilisi, Georgia. Years ago I participated at SCiML, GSoC also, where NeuralPDE.jl was begun. Now it is my second try with the SciML summer fellowship. I hope it will be successful this time and will raise NeuralPDE.jl to a new level.
 
-![](https://private-user-images.githubusercontent.com/1814174/336891820-d208d786-50a2-457d-8c13-cf95339000ee.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MTc1OTk0NTYsIm5iZiI6MTcxNzU5OTE1NiwicGF0aCI6Ii8xODE0MTc0LzMzNjg5MTgyMC1kMjA4ZDc4Ni01MGEyLTQ1N2QtOGMxMy1jZjk1MzM5MDAwZWUucG5nP1gtQW16LUFsZ29yaXRobT1BV1M0LUhNQUMtU0hBMjU2JlgtQW16LUNyZWRlbnRpYWw9QUtJQVZDT0RZTFNBNTNQUUs0WkElMkYyMDI0MDYwNSUyRnVzLWVhc3QtMSUyRnMzJTJGYXdzNF9yZXF1ZXN0JlgtQW16LURhdGU9MjAyNDA2MDVUMTQ1MjM2WiZYLUFtei1FeHBpcmVzPTMwMCZYLUFtei1TaWduYXR1cmU9OGVmZGZmZDlkMDRhMmIwN2EzZDAyZmRkMDMyOWMzODU0YjgyYjA0ODA0M2ZjMGM2OWI4OTZmMmYzMWYxZTIwMyZYLUFtei1TaWduZWRIZWFkZXJzPWhvc3QmYWN0b3JfaWQ9MCZrZXlfaWQ9MCZyZXBvX2lkPTAifQ.74rwP7Yg7VVUzDUQeolq9OViJmNE1O_PscNQDvmnVTQ)
+![image](../../../../_assets/gsoc2024pics/kirill.png)
 
 ## Paras Puneet Singh: Generalized Multistart Optimization Strategies Interface
 
@@ -36,7 +36,7 @@ Along with the interface, I would also like to explore a few other multi-start o
 
 About me: I am Paras Puneet Singh, currently in my second year of undergraduate studies at BITS Pilani Hyderabad Campus. My passion lies at the intersection of Computer Science and mathematics, with a growing interest in machine learning (ML) and its practical implementations. In my recent endeavors, I have delved into various projects including the development of an e-commerce website, a CRUD website, a landmark detection ML project, a haar cascade face classifier, and an API-based AI summarizer website. These projects have not only honed my skills but have also fueled my passion for learning. I am a fast and resolute learner, eager to explore the depths of computer science. My journey has led me to NumFOCUS, where I am thrilled to be joining a diverse and supportive team. Here, I will be contributing to an open-source project focused on optimization, leveraging my skills and enthusiasm to make meaningful contributions to the field.
 
-![](https://private-user-images.githubusercontent.com/1814174/336892533-e8b492d1-dde9-48e4-aa9e-31816a7bade6.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.N2NAado-m5qGU4rguCIib5TiJws1nPW69f8TN8h9tz4)
+![image](../../../../_assets/gsoc2024pics/paras.png)
 
 ## Abinav Pratap Singh: Feature enhancements in NeuralPDE.jl and LuxNeuralOperators.jl
 
@@ -51,15 +51,15 @@ The aim of my project is to implement new numerical methods in the DifferentialE
 
 About me: I am Théo, a mathematics student with also a background in physics and engineering at the Université Paris-Saclay, and I will be graduating in December. Last year, I did a gap year with two internships where I discovered the world of numerical simulations. During the second internship, I discovered Julia and open-source code. It was a great experience and I want to gain more experience and skills in open-source development in Julia, especially in numerical simulation, one of my interests in mathematics. That is why I am taking part in the SciML  fellowship.
 
-![](https://private-user-images.githubusercontent.com/1814174/336893486-644affc6-c09b-4d70-83e9-e783d6017bbe.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.WPaqcV1aGCS8X5FhDe5G-fN_UPYWuHInHVVT6lYIXrc)
+![image](../../../../_assets/gsoc2024pics/theo.png)
 
 ##  Kabir Jain: Implementation of Physics-Informed Point Networks for Simulation in Irregular Geometries
 
 The goal of this project is to implement Physics-Informed Point Networks (PIPNs) in Julia to solve partial differential equations (PDEs) on irregular geometries. PIPNs combine deep learning (specifically PointNet architectures for processing point cloud data) with the governing physics equations to enable efficient simulations on complex geometric domains. I plan on solving this problem by creating a well-documented, optimized and thoroughly tested Julia package for PIPNs that can efficiently solve PDEs on complex geometries. The implementation will be integrated with relevant scientific computing and machine learning packages in Julia.
 
 About Me: I am Kabir Jain, I am a student from Singapore. I love physics, and AI! So this project is a really great intersection between both of my passions. I'm looking forward to working with all of you!
 
-![](https://private-user-images.githubusercontent.com/1814174/336893421-aab0bb34-c671-498d-abe2-abe63a63023d.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.u0_x3f8uR_MrWRtd4HnU8faNp_KC0DTYbEzoeMbIK-o)
+![image](../../../../_assets/gsoc2024pics/kabir.png)
 
 ## Rahul Manavalan: FastSolvers.jl - A package for accelerated PDE evaluations
 
@@ -71,4 +71,4 @@ The scope of my project can be found here : https://summerofcode.withgoogle.com/
 
 About me: My name is Rahul Manavalan. I am a PhD student in Mathematical Statistics and Scientific Computing at Lund University.
 
-![](https://private-user-images.githubusercontent.com/1814174/336894226-28c88345-e20e-421c-b38a-55861049b479.jpg?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.ABlRAPhNEI0jc_8GYA9Uy8IOqwtK1PEToIDxDUPb42s)
+![image](../../../../_assets/gsoc2024pics/rahul.png)