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Mar 6
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: ** 2** {: .label} ML System - 1
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- : [ Slides] ( assets/slides/21_ml-system-1.pdf ) • ; [ Recording] ( # ) • ; [ Scribe Notes] ( # )
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+ : [ Slides] ( assets/slides/21_ml-system-1.pdf ) • ; [ Recording] ( https://podcast.ucsd.edu/watch/wi24/dsc204a_a00/24 ) • ; [ Scribe Notes] ( # )
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: * Reading:*
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* [ TensorFlow: A system for large-scale machine learning (required)] ( https://arxiv.org/pdf/1605.08695.pdf )
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* [ Petuum: A New Platform for Distributed Machine Learning on Big Data (required)] ( https://arxiv.org/pdf/1312.7651.pdf )
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Mar 11
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: ** 1** {: .label} ML System - 2
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- : [ Slides] ( assets/slides/22_ml-system-2.pdf ) • ; [ Recording] ( ) • ; [ Scribe Notes] ( # )
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+ : [ Slides] ( assets/slides/22_ml-system-2.pdf ) • ; [ Recording] ( https://podcast.ucsd.edu/watch/wi24/dsc204a_a00/26 ) • ; [ Scribe Notes] ( # )
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: * Reading:*
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* [ Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning (optional)] ( https://arxiv.org/pdf/2201.12023.pdf )
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* [ GPipe: Easy Scaling with Micro-Batch Pipeline Parallelism (optional)] ( https://arxiv.org/pdf/1811.06965.pdf )
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Mar 13
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: ** 2** {: .label} ML System - 3
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- : [ Slides] ( assets/slides/23_ml-system-3.pdf ) • ; [ Recording] ( # ) • ; [ Scribe Notes] ( # )
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+ : [ Slides] ( assets/slides/23_ml-system-3.pdf ) • ; [ Recording] ( https://podcast.ucsd.edu/watch/wi24/dsc204a_a00/27 ) • ; [ Scribe Notes] ( # )
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: * Reading:*
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* [ Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning (optional)] ( https://arxiv.org/pdf/2201.12023.pdf )
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* [ GPipe: Easy Scaling with Micro-Batch Pipeline Parallelism (optional)] ( https://arxiv.org/pdf/1811.06965.pdf )
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Mar 15
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: ** 3** {: .label} ML System - 4
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- : [ Slides] ( assets/slides/24_ml-system-4.pdf ) • ; [ Recording] ( ) • ; [ Scribe Notes] ( # )
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+ : [ Slides] ( assets/slides/24_ml-system-4.pdf ) • ; [ Recording] ( https://podcast.ucsd.edu/watch/wi24/dsc204a_a00/28 ) • ; [ Scribe Notes] ( # )
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: * Reading:*
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* [ Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning (optional)] ( https://arxiv.org/pdf/2201.12023.pdf )
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* [ GPipe: Easy Scaling with Micro-Batch Pipeline Parallelism (optional)] ( https://arxiv.org/pdf/1811.06965.pdf )
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