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wiki:aca2020:lectures [2020/03/09 17:38] – [Tuesday Feb 18] Andreas Moshovoswiki:aca2020:lectures [2020/04/01 20:38] (current) – [Thursday Mar 26] Andreas Moshovos
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 Runahead Execution Runahead Execution
-DaDianNao+ 
 +DaDianNao: {{ :wiki:aca2020:into_to_ml_acceleration_dadiannao.pptx | slides}} 
 + 
 + 
 +====== Tuesday Mar 10  ====== 
 + 
 +Papers to read: 
 + 
 +{{ :wiki:aca2020:dadiannao.pdf |DaDianNao}} and {{ :wiki:aca2020:eyeriss-isca.pdf |Eyeriss @ ISCA}} 
 + and {{ :wiki:aca2020:eyeriss_jssc_2017.pdf |Eyeriss}} (more detailed). 
 + 
 +====== Thursday Mar 19  ====== 
 + 
 +Continued discussion of DaDianNao and Eyeriss 
 + 
 +====== Thursday Mar 26  ====== 
 + 
 +Finished discussion of Eyeriss. Covered also EIE/Deep Compression ({{ :wiki:aca2020:eie_presentation.pptx |slides}} and papers: {{ :wiki:aca2020:deep_compression.pdf |1}}, {{ :wiki:aca2020:eie_isca.pdf |2}}) and intro to SCNN ({{ :wiki:aca2020:scnn.pptx |slides}} and {{ :wiki:aca2020:scnn-isca.pdf |paper}}). 
 + 
 + 
 +====== Thursday April 2  ====== 
 + 
 +We will go over over the following: 
 + 
 +  * Google's TPU v1: {{ :wiki:aca2020:tpu.pdf |paper}}, {{ :wiki:aca2020:tpu.pptx |slides}} 
 +  * RNNs, LSTMs, and the Efficient Speech Engine: {{ :wiki:aca2020:ese.pdf |paper}}, {{ :wiki:aca2020:lstms_-_ese.pptx |slides}} 
 +  * GRUs and DeltaRNN: {{ :wiki:aca2020:deltarnn.pdf |paper}}, {{ :wiki:aca2020:grus_deltarnn.pptx |slides}} 
 +  * Intro to GPUs: {{ :wiki:aca2020:002_-_introduction_to_cuda_programming_2.pptx |programming model}}, {{ :wiki:aca2020:003_-_hardware_2016.pptx |hardware}} 
 +