Media Summary: This video explains how the K-Nearest Neighbors algorithm can be used to identify programs that solve the same problem. In this video, we define the notion of predictive compilation. To this end, we analyze the problem of predicting the impact of ... In this video, we show how to use linear regression to predict the amount of code-size reduction that we obtain by optimizing a ...
Machine Learning In Static Analysis - Detailed Analysis & Overview
This video explains how the K-Nearest Neighbors algorithm can be used to identify programs that solve the same problem. In this video, we define the notion of predictive compilation. To this end, we analyze the problem of predicting the impact of ... In this video, we show how to use linear regression to predict the amount of code-size reduction that we obtain by optimizing a ... This video discusses how to use Logistic Regression to classify branches as either taken or non-taken. Material for the video was ... This video concludes our series of classes on how This video by Lori Flynn was recorded as part of the International Conference on Automation of Software Test AST 2021 ...