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readings for w8
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AnzeXie committed May 20, 2024
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2 changes: 1 addition & 1 deletion _modules/week-07.md
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May 16
: **2**{: .label} Parallelization - 4
: [Slides](assets/slides/12_parallelization-4.pdf) • [Recording](#) •
: [Slides](assets/slides/12_parallelization-4.pdf) • [Recording](https://podcast.ucsd.edu/watch/sp24/dsc291_d00/14) •
: *Reading:*
* [Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning (required)](https://www.usenix.org/system/files/osdi22-zheng-lianmin.pdf)
36 changes: 10 additions & 26 deletions _modules/week-08.md
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---
title: Week 8
class: DSC204A
status: not Active
class: DSC291
status: Active
---

Feb 26
: **1**{: .label} Batch processing - 2
: [Slides](assets/slides/18_batch-processing-2.pdf) • [Recording](https://podcast.ucsd.edu/watch/wi24/dsc204a_a00/20) • [Scribe Notes](#)
: *Reading:*
* [Discretized Streams: An Efficient and Fault-Tolerant Model for Stream Processing on Large Clusters (Required)](https://www.usenix.org/system/files/conference/hotcloud12/hotcloud12-final28.pdf)
* [Ray: A Distributed Framework for Emerging AI Applications (Required)](https://arxiv.org/pdf/1712.05889.pdf)
* [Spark SQL: Relational Data Processing in Spark (Required)](https://dl.acm.org/doi/pdf/10.1145/2723372.2742797)
* [Delay Scheduling: A Simple Technique for Achieving Locality and Fairness in Cluster Scheduling (Optional)](https://people.eecs.berkeley.edu/~matei/papers/2010/eurosys_delay_scheduling.pdf)
* [PowerGraph: Distributed Graph-Parallel Computation on Natural Graphs (Optional)](https://www.usenix.org/system/files/conference/osdi12/osdi12-final-167.pdf)
: **1**{: .label}
: [Slides]() • [Recording]() •
: *Reading:*
* [The Illustrated Transformer (required)](https://jalammar.github.io/illustrated-transformer/)



Feb 28
: **2**{: .label} Streaming processing - 1
: [Slides](assets/slides/19_stream-processing-1.pdf) • [Recording](https://podcast.ucsd.edu/watch/wi24/dsc204a_a00/21) • [Scribe Notes](assets/scribe_notes/Feb_28_scribe_note.pdf)
: **2**{: .label}
: [Slides]() • [Recording]() • [Scribe Notes](assets/scribe_notes/Feb_28_scribe_note.pdf)
: *Reading:*
* [Discretized Streams: An Efficient and Fault-Tolerant Model for Stream Processing on Large Clusters (Required)](https://www.usenix.org/system/files/conference/hotcloud12/hotcloud12-final28.pdf)
* [Ray: A Distributed Framework for Emerging AI Applications (Required)](https://arxiv.org/pdf/1712.05889.pdf)
* [Spark SQL: Relational Data Processing in Spark (Required)](https://dl.acm.org/doi/pdf/10.1145/2723372.2742797)
* [Delay Scheduling: A Simple Technique for Achieving Locality and Fairness in Cluster Scheduling (Optional)](https://people.eecs.berkeley.edu/~matei/papers/2010/eurosys_delay_scheduling.pdf)
* [PowerGraph: Distributed Graph-Parallel Computation on Natural Graphs (Optional)](https://www.usenix.org/system/files/conference/osdi12/osdi12-final-167.pdf)
* [The Illustrated Transformer (required)](https://jalammar.github.io/illustrated-transformer/)



Mar 1
: **3**{: .label} Streaming processing - 2
: [Slides](assets/slides/20_stream-processing-2.pdf) • [Recording](https://podcast.ucsd.edu/watch/wi24/dsc204a_a00/22) • [Scribe Notes](assets/scribe_notes/Mar_1_scribe_note.pdf)
: *Reading:*
* [Discretized Streams: An Efficient and Fault-Tolerant Model for Stream Processing on Large Clusters (Required)](https://www.usenix.org/system/files/conference/hotcloud12/hotcloud12-final28.pdf)
* [Ray: A Distributed Framework for Emerging AI Applications (Required)](https://arxiv.org/pdf/1712.05889.pdf)
* [Spark SQL: Relational Data Processing in Spark (Required)](https://dl.acm.org/doi/pdf/10.1145/2723372.2742797)
* [Delay Scheduling: A Simple Technique for Achieving Locality and Fairness in Cluster Scheduling (Optional)](https://people.eecs.berkeley.edu/~matei/papers/2010/eurosys_delay_scheduling.pdf)
* [PowerGraph: Distributed Graph-Parallel Computation on Natural Graphs (Optional)](https://www.usenix.org/system/files/conference/osdi12/osdi12-final-167.pdf)

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