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‎_gsocproposals/2024/proposal_CMS1.md

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## Requirements
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C++, Python, PyTorch and some previous experience in Machine Learning.
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## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Ruchi Chudasama](mailto:[email protected]) (University of Alabama)

‎_gsocproposals/2024/proposal_CMS2.md

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## Expected results
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* Benchmarks of deep network model inference for muon momentum assignment for prompt and displaced particles
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## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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Python, C++, and some previous experience in Machine Learning.

‎_gsocproposals/2024/proposal_CMS3.md

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* Improve existing code pipeline with features like multi-GPU parallelism and flexible preprocessing and analysis options
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* Deploy the developed models and pipeline on simulated physics data and analyze performance gains and changes in model understanding from the techniques used
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## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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Significant experience in Python and Machine Learning in Pytorch. Preferably some experience with Transformers and multi-GPU parallelization or with the ROOT library developed by CERN.

‎_gsocproposals/2024/proposal_DEEPLENSE1.md

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## Requirements
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Python, PyTorch and relevant past experience in Machine Learning.
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## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Michael Toomey](mailto:[email protected]) (Massachusetts Institute of Technology)

‎_gsocproposals/2024/proposal_DEEPLENSE2.md

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## Requirements
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Python and some previous experience with physics or astronomy.
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## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Michael Toomey](mailto:[email protected]) (Massachusetts Institute of Technology)

‎_gsocproposals/2024/proposal_DEEPLENSE3.md

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## Requirements
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Python, PyTorch and relevant past experience in Machine Learning.
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## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Michael Toomey](mailto:[email protected]) (Massachusetts Institute of Technology)

‎_gsocproposals/2024/proposal_DEEPLENSE4.md

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## Requirements
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Python, PyTorch and relevant past experience in Machine Learning.
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## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Sergei Gleyzer](mailto:[email protected]) (University of Alabama)

‎_gsocproposals/2024/proposal_DEEPLENSE5.md

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* Python, PyTorch and relevant past experience in Machine Learning.
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* Familiarity with astrophysics and gravitational lensing is preferred but not required.
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## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Michael Toomey](mailto:[email protected]) (Massachusetts Institute of Technology)

‎_gsocproposals/2024/proposal_DEEPLENSE6.md

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* Python, PyTorch and relevant past experience in Machine Learning.
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* Familiarity with astrophysics and gravitational lensing is preferred but not required.
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## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/1P8SC5bh7twrWta4MD8jpn5kwEmoIAYlDd39iVWRkkq8/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Michael Toomey](mailto:[email protected]) (Massachusetts Institute of Technology)

‎_gsocproposals/2024/proposal_E2E1.md

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## Requirements
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C++, Python, PyTorch, Tensorflow and some previous experience in Deep Learning.
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## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Diptarko Choudhury](mailto:[email protected]) (NISER)

‎_gsocproposals/2024/proposal_E2E2.md

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## Requirements
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C++, Python, PyTorch, Tensorflow and some previous experience in Deep Learning.
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## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Emanuele Usai](mailto:[email protected]) (University of Alabama)

‎_gsocproposals/2024/proposal_E2E3.md

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## Requirements
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C++, Python, PyTorch, Tensorflow and some previous experience in Deep Learning.
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## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Emanuele Usai](mailto:[email protected]) (University of Alabama)

‎_gsocproposals/2024/proposal_E2E4.md

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## Requirements
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C++, Python, PyTorch and some previous experience in Machine Learning.
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## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Ruchi Chudasama](mailto:[email protected]) (University of Alabama)

‎_gsocproposals/2024/proposal_E2E5.md

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## Requirements
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Python, PyTorch and some previous experience in Machine Learning.
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## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1QuG0Ho3pWsJGMx0fG969aBNfgPg-cDxU9w33ZuDEBng/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Emanuele Usai](mailto:[email protected]) (University of Alabama)

‎_gsocproposals/2024/proposal_EXXA1.md

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* Python, PyTorch, C/Fortran
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* Background in astronomy is a bonus but not a requirement
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## Test
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Use [this link](https://docs.google.com/document/d/1cPEFea88Y9mvyNGhXVRphjLTzmFlkM7ODpBWhdmUVvI/edit?usp=sharing) for instructions on completing the test.
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<!-- ## Test
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Use [this link](https://docs.google.com/document/d/1cPEFea88Y9mvyNGhXVRphjLTzmFlkM7ODpBWhdmUVvI/edit?usp=sharing) for instructions on completing the test. -->
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‎_gsocproposals/2024/proposal_EXXA2.md

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* Python, PyTorch, C/Fortran
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* Background in astronomy is a bonus but not a requirement
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## Test
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Use [this link](https://docs.google.com/document/d/10jZ7aubVkfkcpURQQnvrvbC7o3XgglsJwjS0UA7SRBE/edit?usp=sharing) for instructions on completing the test.
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<!-- ## Test
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Use [this link](https://docs.google.com/document/d/10jZ7aubVkfkcpURQQnvrvbC7o3XgglsJwjS0UA7SRBE/edit?usp=sharing) for instructions on completing the test. -->
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‎_gsocproposals/2024/proposal_EXXA3.md

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* Python, PyTorch, C/Fortran
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* Background in astronomy is a bonus but not a requirement
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## Test
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Use [this link](https://docs.google.com/document/d/10jZ7aubVkfkcpURQQnvrvbC7o3XgglsJwjS0UA7SRBE/edit?usp=sharing) for instructions on completing the test.
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<!-- ## Test
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Use [this link](https://docs.google.com/document/d/10jZ7aubVkfkcpURQQnvrvbC7o3XgglsJwjS0UA7SRBE/edit?usp=sharing) for instructions on completing the test. -->
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‎_gsocproposals/2024/proposal_FALCON1.md

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Total project length: 175/350 hours.
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## Test
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Please use this [link](https://docs.google.com/document/d/1bwRaHc0IYIcFOokMcW-mYJv2i24iP1mm08ALTSyQ4EI/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/1bwRaHc0IYIcFOokMcW-mYJv2i24iP1mm08ALTSyQ4EI/edit?usp=sharing) to access the test for this project. -->
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## Requirements

‎_gsocproposals/2024/proposal_FALCON2.md

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Total project length: 175/350 hours.
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Please use this [link](https://docs.google.com/document/d/1bwRaHc0IYIcFOokMcW-mYJv2i24iP1mm08ALTSyQ4EI/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/1bwRaHc0IYIcFOokMcW-mYJv2i24iP1mm08ALTSyQ4EI/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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Strong machine learning skills, good knowledge of C++ and Python. Interest in Machine Learning algorithms and applications.

‎_gsocproposals/2024/proposal_FASEROH.md

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## Requirements
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Python, previous experience in Machine Learning.
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## Test
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Please use this [link](https://docs.google.com/document/d/1eMtRPR-nH2NyituMBIDAZdmcCkZF2TyUFQp6zg-z5pA/edit) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/1eMtRPR-nH2NyituMBIDAZdmcCkZF2TyUFQp6zg-z5pA/edit) to access the test for this project. -->
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## Mentors

‎_gsocproposals/2024/proposal_Falcon3.md

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Please use this [link](https://docs.google.com/document/d/1bwRaHc0IYIcFOokMcW-mYJv2i24iP1mm08ALTSyQ4EI/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/1bwRaHc0IYIcFOokMcW-mYJv2i24iP1mm08ALTSyQ4EI/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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Strong machine learning skills, good knowledge of C++ and Python. Interest in Machine Learning algorithms and applications.

‎_gsocproposals/2024/proposal_GENIE1.md

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* Trained graph based anomaly detection model
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* Benchmark of on selected datasets
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## Test
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Please use [this link](https://docs.google.com/document/d/142YpKV7fJ49zaBZkSBekbBzw43KD71No2K_Jd-n5Neo/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/142YpKV7fJ49zaBZkSBekbBzw43KD71No2K_Jd-n5Neo/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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* Skills: Python, PyTorch or TensorFlow and some previous experience in Machine Learning.

‎_gsocproposals/2024/proposal_GENIE2.md

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* Functional INR model
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* Benchmark results on selected datasets
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Please use [this link](https://docs.google.com/document/d/142YpKV7fJ49zaBZkSBekbBzw43KD71No2K_Jd-n5Neo/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/142YpKV7fJ49zaBZkSBekbBzw43KD71No2K_Jd-n5Neo/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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* Skills: Python, PyTorch or Keras and some previous experience in Machine Learning.

‎_gsocproposals/2024/proposal_GENIE3.md

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* Functional diffusion model
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* Benchmarks on selected datasets
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## Test
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Please use [this link](https://docs.google.com/document/d/142YpKV7fJ49zaBZkSBekbBzw43KD71No2K_Jd-n5Neo/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/142YpKV7fJ49zaBZkSBekbBzw43KD71No2K_Jd-n5Neo/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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* Skills: Python, PyTorch or Keras and some previous experience in Machine Learning.

‎_gsocproposals/2024/proposal_GENIE4.md

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* Trained graph-based jet classifier
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* Benchmarks on selected datasets
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## Test
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Please use [this link](https://docs.google.com/document/d/142YpKV7fJ49zaBZkSBekbBzw43KD71No2K_Jd-n5Neo/edit?usp=sharing) to access the test for this project.
32+
<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/142YpKV7fJ49zaBZkSBekbBzw43KD71No2K_Jd-n5Neo/edit?usp=sharing) to access the test for this project. -->
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* Skills: Python, PyTorch or Keras and some previous experience in Machine Learning.

‎_gsocproposals/2024/proposal_ML4DQM1.md

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* [Will Flanagan](mailto:[email protected]) (Cerium Labs)
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## Test
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Solve the evaluation task(s) for any of the other projects in the ML4SCI umbrella organization. Please send us your CV and a link to all your completed work (github repo, Jupyter notebook + pdf of Jupyter notebook with output) to [[email protected]](mailto:[email protected]) with Evaluation Test: ML4DQM in the title. In the email specify which evaluation test(s) you solved.
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<!-- ## Test
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Solve the evaluation task(s) for any of the other projects in the ML4SCI umbrella organization. Please send us your CV and a link to all your completed work (github repo, Jupyter notebook + pdf of Jupyter notebook with output) to [[email protected]](mailto:[email protected]) with Evaluation Test: ML4DQM in the title. In the email specify which evaluation test(s) you solved. -->
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Please **DO NOT** contact mentors directly by email. Instead, please email [[email protected]](mailto:[email protected]) with Project Title and **include your CV** and **test results**. The mentors will then get in touch with you.
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‎_gsocproposals/2024/proposal_OT_HEP.md

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## Task ideas and expected results
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Application of optimal transport techniques using deep learning for classification, anomaly detection and graph generative models in high energy physics.
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## Test
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Please use this [link](https://docs.google.com/document/d/1bwRaHc0IYIcFOokMcW-mYJv2i24iP1mm08ALTSyQ4EI/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/1bwRaHc0IYIcFOokMcW-mYJv2i24iP1mm08ALTSyQ4EI/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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Strong machine learning skills, good knowledge of C++ and Python. Interest in Machine Learning algorithms and applications.

‎_gsocproposals/2024/proposal_QMLHEP1.md

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* Trained Quantum Generative Adversarial Network method based on e.g. Pennylane framework.
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* Successfully apply the Quantum Machine Learning method to LHC physics analyses and obtain performance benchmarks to compare to classical machine learning methods.
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## Test
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Please use [this link](https://docs.google.com/document/d/1sWHt7miyhFXnFeWmZ_El0P7wiRlggj5WPRktA7dsUh8/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1sWHt7miyhFXnFeWmZ_El0P7wiRlggj5WPRktA7dsUh8/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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* Solid knowledge of machine learning and deep learning

‎_gsocproposals/2024/proposal_QMLHEP2.md

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* Trained Quantum Graph Neural Network with e.g. Pennylane framework.
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* Apply the Quantum Machine Learning method to LHC physics analysis and compare to classical machine learning methods.
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## Test
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Please use [this link](https://docs.google.com/document/d/1sWHt7miyhFXnFeWmZ_El0P7wiRlggj5WPRktA7dsUh8/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1sWHt7miyhFXnFeWmZ_El0P7wiRlggj5WPRktA7dsUh8/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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* Solid knowledge of machine learning and deep learning

‎_gsocproposals/2024/proposal_QMLHEP3.md

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* Trained embedding function for classical data with e.g. Pennylane framework.
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* Benchmark of the performance against a standard encoding
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## Test
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Please use [this link](https://docs.google.com/document/d/1sWHt7miyhFXnFeWmZ_El0P7wiRlggj5WPRktA7dsUh8/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1sWHt7miyhFXnFeWmZ_El0P7wiRlggj5WPRktA7dsUh8/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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* Solid knowledge of machine learning and deep learning

‎_gsocproposals/2024/proposal_QMLHEP4.md

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* Trained equivariant quantum neural networks with e.g. Pennylane framework.
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* Benchmark of the performance against a non-equivariant model
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## Test
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Please use [this link](https://docs.google.com/document/d/1sWHt7miyhFXnFeWmZ_El0P7wiRlggj5WPRktA7dsUh8/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1sWHt7miyhFXnFeWmZ_El0P7wiRlggj5WPRktA7dsUh8/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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* Solid knowledge of machine learning and deep learning

‎_gsocproposals/2024/proposal_QMLHEP5.md

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* Trained quantum transformer model.
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* Benchmark of the performance on a HEP dataset compared against a classical reference model
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## Test
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Please use [this link](https://docs.google.com/document/d/1sWHt7miyhFXnFeWmZ_El0P7wiRlggj5WPRktA7dsUh8/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use [this link](https://docs.google.com/document/d/1sWHt7miyhFXnFeWmZ_El0P7wiRlggj5WPRktA7dsUh8/edit?usp=sharing) to access the test for this project. -->
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## Requirements
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* Solid knowledge of machine learning and deep learning

‎_gsocproposals/2024/proposal_SYMBA1.md

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## Difficulty Level
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Advanced
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## Test
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Please use this [link](https://docs.google.com/document/d/19ybdCLbxJs2mFsxni4yN9FP4ADlK4mxltF9OVSmbRXE/edit?usp=sharing) to access the test for this project.
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<!-- ## Test
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Please use this [link](https://docs.google.com/document/d/19ybdCLbxJs2mFsxni4yN9FP4ADlK4mxltF9OVSmbRXE/edit?usp=sharing) to access the test for this project. -->
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## Mentors
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* [Eric Reinhardt](mailto:[email protected]) (University of Alabama)

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