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A Survey of Machine Learning Methods Applied to Computer Architecture Paul Lewis Balaji Lakshminarayanan
Overview ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is Machine learning ? ,[object Object],[object Object]
Taxonomy of ML algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Architecture Simulation ,[object Object],[object Object],[object Object]
SimPoint ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Definitions ,[object Object],[object Object],[object Object],[object Object]
K-means Clustering
 
Results ,[object Object]
Error Rates ,[object Object],[object Object]
 
Design space exploration –Multicore ,[object Object],[object Object],[object Object],[object Object]
Search Algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Tagging of processors k -tuple Tagging: Tagging Based on Parameters Simple, D-cache intensive, I-Cache intensive, Execution units intensive, and Fetch Width intensive. Clustering may be applied to identify the tags If you have M clusters, design space is M k instead of n k
 
Coordinated resource management in chip multiprocessors (CMPs). ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],Coordinated resource management in chip multiprocessors (CMPs).
[object Object],[object Object],[object Object],[object Object],[object Object]
Attributes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Artificial Neural Network (ANN)‏ ,[object Object]
[object Object],[object Object],[object Object]
Hardware Predictors ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Why Machine Learning? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Definitions ,[object Object],[object Object],[object Object]
Decision Trees
Hardware Implementation
 
 
Basic Block Instruction Scheduling ,[object Object],[object Object],[object Object],[object Object]
Basic Block Instruction Scheduling
Features for Instructions and Partial Schedule
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Basic Block Instruction Scheduling
Performance on Digital Alpha 21064 (SPEC95 benchmark)‏ ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
Summary ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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