ECE 8893 B - Spring 2019
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WeekDateLectureContent
Assigned Reading 1 (to Critique)
Assigned Reading 2Additional ReadingsLab
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17-Jan1Intro to DNNsLab 1
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9-Jan2Dark SiliconCNN and MLP on CPU
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214-Jan3MLP, GEMM, CONVCNN and MLP on GPU
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16-Jan4Systolic ArraysGoogle TPU ISCA 2017NVIDIA Tesla V100Roofline Analysis
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321-JanMLK DayLab 2
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23-Jan5Systolic Array Case StudyDyhard-DNN DAC 2018Xilinx xDNN White PaperxDNN presentationSystolic DSE
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428-Jan6Eyeriss ISCA 2016
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30-Jan7Data Reuse --> DataflowDiannao ASPLOS 2014ShiDianNao ISCA 2015
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54-Feb8Flexible DataflowFlexFlow HPCA 2017DNA TVLSI 2017
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6-Feb9Flexible DataflowCong FPGA 2015MORPH MICRO 2018
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611-Feb10Efficient ReuseFuse-layer MICRO 2016UCNN ISCA 2018Lab 3
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13-Feb11Dataflow ModelingMAESTRO<-- Note: focus on the dataflow directives rather than analytic modelSystolic RTL
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718-Feb12InterconnectsMicroswitch NoC NOCS 2017Eyeriss v2
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20-Feb13Flexible InterconnectsMAERI IEEE Micro 2019
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825-Feb14Memory HierarchyCNN Mem Req IISWC 2018
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27-Feb15HW Analytical ModelingMAESTRO - (No Critique Needed)Lab 4
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94-Mar16Dataflow with 3D MemoryTetris ASPLOS 2017Dataflow DSE
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6-Mar17Near Data ProcessingNeurocube ISCA 2016
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1011-Mar18NVIDIA Guest Lecture - Michael PellauerBuffet ASPLOS 2019
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13-Mar19In-Memory ComputationNeuralCache ISCA 2018Lab 5
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1118-Mar
Spring Break
Spatial HW DSE
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20-Mar
Spring Break
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1225-Mar20Continuous LearningGeneSys MICRO 2018
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27-Mar21Weight sparsityCambricon-X MICRO 2016Project
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131-AprNo Class
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3-Apr22NVIDIA Guest Lecture - Angshuman ParasharTimeloop ISPASS 2019
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148-Apr23Pruning, Activation + Weight sparsityEIE ISCA 2016
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10-Apr24LSTMMicrosoft Brainwave ISCA 2018
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1515-Apr25ReRAM - Guest Lecture. Prof Shimeng YuISAAC ISCA 2016Lecture video
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17-Apr26compSTRIPES MICRO 2016
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1622-Apr27Neuromorphic - spiking neural netsIntel Loihi IEEE Micro 2018
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24-Apr28Future Trends and Opportunities
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1729-AprFinal Presentations
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