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MATH189 final project, trying to do non-negative matrix factorization in parallel

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npcrites/MATH189-HPC-NMF

 
 

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MATH189-HPC-NMF

In this project, the final for Harvey Mudd College's Advanced Topics in Mathematics and Data Science, we proposed a novel parallelization of Non-Negative Matrix factorization algorithm optimizing for communication and bandwidth costs between 'n' number of Nvidia K80 GPUs. Attached is the working open-source paper.

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MATH189 final project, trying to do non-negative matrix factorization in parallel

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  • Jupyter Notebook 88.3%
  • Python 11.7%