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    <title>topic Predict Volume using MLTK in Splunk Dev</title>
    <link>https://community.splunk.com/t5/Splunk-Dev/Predict-Volume-using-MLTK/m-p/548931#M9825</link>
    <description>&lt;P&gt;Hi All,&lt;/P&gt;&lt;P&gt;I am new to Machine Learning Toolkit. I have a use case to implement to predict volume of sales depending on days of weeks/ hourly/towards end or beginning of months and on special holidays days.&amp;nbsp; Apart from predicting the volume of sales, I would also like to generate thresholds as upper bound and lower bound and alert when crossing the upper bound or lower bound&lt;/P&gt;&lt;P&gt;Which of the ML algorithm is best suitable for this kind of use case?&lt;/P&gt;&lt;P&gt;Raw date:&lt;BR /&gt;A lookup storing the sales in every 30mins in last one year.&lt;/P&gt;&lt;TABLE width="175"&gt;&lt;TBODY&gt;&lt;TR&gt;&lt;TD width="111"&gt;Time&lt;/TD&gt;&lt;TD width="64"&gt;Sales&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 01:30&lt;/TD&gt;&lt;TD width="64"&gt;195&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 02:00&lt;/TD&gt;&lt;TD width="64"&gt;570&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 02:30&lt;/TD&gt;&lt;TD width="64"&gt;3580&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 03:00&lt;/TD&gt;&lt;TD width="64"&gt;1350&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 03:30&lt;/TD&gt;&lt;TD width="64"&gt;103&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 04:00&lt;/TD&gt;&lt;TD width="64"&gt;245&lt;/TD&gt;&lt;/TR&gt;&lt;/TBODY&gt;&lt;/TABLE&gt;</description>
    <pubDate>Thu, 22 Apr 2021 11:05:18 GMT</pubDate>
    <dc:creator>rony121</dc:creator>
    <dc:date>2021-04-22T11:05:18Z</dc:date>
    <item>
      <title>Predict Volume using MLTK</title>
      <link>https://community.splunk.com/t5/Splunk-Dev/Predict-Volume-using-MLTK/m-p/548931#M9825</link>
      <description>&lt;P&gt;Hi All,&lt;/P&gt;&lt;P&gt;I am new to Machine Learning Toolkit. I have a use case to implement to predict volume of sales depending on days of weeks/ hourly/towards end or beginning of months and on special holidays days.&amp;nbsp; Apart from predicting the volume of sales, I would also like to generate thresholds as upper bound and lower bound and alert when crossing the upper bound or lower bound&lt;/P&gt;&lt;P&gt;Which of the ML algorithm is best suitable for this kind of use case?&lt;/P&gt;&lt;P&gt;Raw date:&lt;BR /&gt;A lookup storing the sales in every 30mins in last one year.&lt;/P&gt;&lt;TABLE width="175"&gt;&lt;TBODY&gt;&lt;TR&gt;&lt;TD width="111"&gt;Time&lt;/TD&gt;&lt;TD width="64"&gt;Sales&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 01:30&lt;/TD&gt;&lt;TD width="64"&gt;195&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 02:00&lt;/TD&gt;&lt;TD width="64"&gt;570&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 02:30&lt;/TD&gt;&lt;TD width="64"&gt;3580&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 03:00&lt;/TD&gt;&lt;TD width="64"&gt;1350&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 03:30&lt;/TD&gt;&lt;TD width="64"&gt;103&lt;/TD&gt;&lt;/TR&gt;&lt;TR&gt;&lt;TD width="111"&gt;23/03/2021 04:00&lt;/TD&gt;&lt;TD width="64"&gt;245&lt;/TD&gt;&lt;/TR&gt;&lt;/TBODY&gt;&lt;/TABLE&gt;</description>
      <pubDate>Thu, 22 Apr 2021 11:05:18 GMT</pubDate>
      <guid>https://community.splunk.com/t5/Splunk-Dev/Predict-Volume-using-MLTK/m-p/548931#M9825</guid>
      <dc:creator>rony121</dc:creator>
      <dc:date>2021-04-22T11:05:18Z</dc:date>
    </item>
    <item>
      <title>Re: Predict Volume using MLTK</title>
      <link>https://community.splunk.com/t5/Splunk-Dev/Predict-Volume-using-MLTK/m-p/551916#M9826</link>
      <description>&lt;P&gt;Use percentiles/standard deviation to generate the thresholds and check how the predicted values compare to the upper/lower thresholds. it should be possible to do it within the ML query.&amp;nbsp;&lt;/P&gt;</description>
      <pubDate>Mon, 17 May 2021 18:11:49 GMT</pubDate>
      <guid>https://community.splunk.com/t5/Splunk-Dev/Predict-Volume-using-MLTK/m-p/551916#M9826</guid>
      <dc:creator>srijondas</dc:creator>
      <dc:date>2021-05-17T18:11:49Z</dc:date>
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