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Lecture Schedule
Slides will be uploaded here (and on Canvas Files), usually before each lecture.
The lectures themselves might often deviate significantly from the
textbooks in the order, presentation, and actual content. Thus, it is
mandatory to attend a lecture live or view its video asynchronously.
| Week | Topic | Textbook Chapters, Additional References | Slides |
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| 1 | Introduction and Administrivia | - | PDF PPTX |
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| 1-2 | Basics of Machine Resources: Computer Organization | Ch. 1, 2.1-2.3, 2.12, 4.1, and 5.1-5.5 of CompOrg Book | PDF PPTX |
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| No class on Mon, Jan 17 (MLK Day holiday) | | |
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| 3-4 | Basics of Machine Resources: Operating Systems | Ch. 2, 4.1-4.2, 6, 7, 13, 14.1, 18.1, 21, 22, 26, 36, 37, 39, and 40.1-40.2 of Comet Book | PDF PPTX |
| 5 | Basics of Cloud Computing | - | PDF PPTX |
| 5-6 | Parallel and Scalable Data Processing: Parallelism Basics | Ch. 9.4, 12.2, 14.1.1, 14.6, 22.1-22.3, 22.4.1, 22.8 of Cow Book; Ch. 5, 6.1, 6.3, 6.4 of MLSys Book | PDF PPTX |
| 6 | Review for Midterm Exam on Tue, Feb 8, 2-3pm PT | - | - |
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| 6 | Midterm Exam on Wed, Feb 9 | - | - |
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| 7 | Parallel and Scalable Data Processing: Scalable Data Access | Ch. 9.4, 12.2, 14.1.1, 14.6, 22.1-22.3, 22.4.1, 22.8 of Cow Book; Ch. 5, 6.1, 6.3, 6.4 of MLSys Book | PDF PPTX |
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| 7-8 | Parallel and Scalable Data Processing: Data Parallelism | Ch. 9.4, 12.2, 14.1.1, 14.6, 22.1-22.3, 22.4.1, 22.8 of Cow Book; Ch. 5, 6.1, 6.3, 6.4 of MLSys Book | PDF PPTX |
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| No class on Mon, Feb 21 (President's Day holiday) | | |
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| 8 | Industry Guest Lecture on Wed, Feb 23 by Lavanya Shukla (Weights & Biases) | - | Video PDF |
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| 9 | Dataflow Systems | Ch. 2.2 of MLSys Book | PDF PPTX |
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| 10 | ML Model Building Systems | Ch. 8-8.4 of MLSys Book | PDF PPTX |
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| 10 | Industry Guest Lecture on Wed, Mar 9 by Sarah Catanzaro (Amplify Partners) | - | Video PDF |
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| 10 | Review for Final Exam on Fri, Mar 11, 4-5pm PT | - | - |
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| 11 | Final Exam on Fri, Mar 18 | - | -
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