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_modules/week-09.md

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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)

_modules/week-10.md

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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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2020
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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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: **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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