Incremental Machine Learning
May 1, 2018
What is Incremental Learning? Incremental Learning also called as Self Learning/Online Learning. It is a method which allows us to model problem where we have a continuous stream of data coming in. The basic requirement of Incremental ML comes when the training data becomes available gradually over the time which will eventually cost high computation in storing or building the model. The method is applicable for both Supervised and Unsupervised learning techniques.
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Serving Up Stability - HALICON OPTUM Datahack
Sep 15, 2017
BACKGROUND Service Outage is when system fails to provide or perform its primary function.
PROBLEM The Problem is to predict service outage or probability associated with it at certain point of time
Data CPU Related – CPUPercent, SystemModeCPUPercent, UserModeCPUPercent Network Related - NetworkPacketRate ,NetworkInboundPacketRate , NetworkOutboundPacketRate Space Related - ActiveProcesses RunQueue PeakDiskUtilization PhysicalDiskIORate PhysicalDiskByteRate MemoryPageoutRate Memory Utilization SwapSpaceUtilization PeakFilesystemSpaceUtilization Approach Feature extraction: Time series features are extracted from the data using the date-time field like day, month, weekday and hour etc.
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