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wiki:aca2017:lectures [2018/02/04 15:50] – [Feb 1, Tue: Criticality] Andreas Moshovoswiki:aca2017:lectures [2018/03/27 11:12] (current) – [Mar 20, Tue: Google's TPU] Andreas Moshovos
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 ====== Lecture Material and Schedule ====== ====== Lecture Material and Schedule ======
 +
 +====== Alternate Execution Models and Architectures ======
  
 ===== Jan. Tue 9: Meltdown, Virtual Memory and Caches ===== ===== Jan. Tue 9: Meltdown, Virtual Memory and Caches =====
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   * {{ :wiki:aca2017:critical_path.pptx | Slides}} {{ :wiki:aca2017:critical_path_prediction.pdf | "Focusing Processor Policies via Critical-Path Prediction', Fields, Rubin, Bodik, ISCA '01.}}   * {{ :wiki:aca2017:critical_path.pptx | Slides}} {{ :wiki:aca2017:critical_path_prediction.pdf | "Focusing Processor Policies via Critical-Path Prediction', Fields, Rubin, Bodik, ISCA '01.}}
  
-===== Feb 5, Mon: Machine Learning Acceleration ===== +====== Machine Learning Acceleration ====== 
-  * {{ :wiki:aca2017:dadiannao.pdf |DaDianNao}}+===== Feb 5, Mon: DaDianNao ===== 
 +  * {{ :wiki:aca2017:dadiannao.pdf |DaDianNao}} [[https://youtu.be/4pSq8KQLKYY| Lecture Video]] 
 + 
 +===== Feb 13, Tue:  Eyeriss ===== 
 +  * {{ :wiki:aca2017:eyeriss-isca.pdf |Eyeriss ISCA}}{{ :wiki:aca2017:eyeriss.pptx |Slides}} 
 + 
 +===== Feb 15, Thu:  Efficient Inference Engine ===== 
 +  * {{ :wiki:aca2017:eie.pdf | EIE paper ISCA}}, {{ :wiki:aca2017:deep_compression.pdf | Deep Compression paper ICLR}}, {{ :wiki:aca2017:eie_presentation.pptx | Slides (base deck courtesy of Kevin Siu}} 
 + 
 +===== Week of Feb 22 ====== 
 + 
 +Reading week, no lectures. 
 +===== Feb 26, Tue:  SCNN ===== 
 +  * {{ :wiki:aca2017:scnn.pptx | Slides}}, [[https://dl.acm.org/citation.cfm?id=3080254| Link to ISCA paper through ACM's Library]] you should be able to access this through a UofT network connection, otherwise another version is on [[https://arxiv.org/abs/1708.04485|Arxiv]] 
 + 
 +===== Mar 1, Thurs:  Value-Based Deep Learning Acceleration ===== 
 +  * {{ :wiki:aca2017:based-deep-learning_1_.pdf | Overview paper}} 
 + 
 +===== Mar 20, Tue:  Google's TPU ===== 
 +  * {{ :wiki:aca2017:tpu.pdf | ISCA 2017 Paper (arxiv version)}} , {{ :wiki:aca2017:tpu.pptx | slides}} 
 + 
 +===== Mar 27, Tue:  Out-Of-Order Circuit Structures and Optimizations ===== 
 + 
 +  * {{ :wiki:aca2017:scheduler_structures.ppt | Structures}} 
 +  * {{ :wiki:aca2017:scheduler-optimizations.pptx |Optimizations}}