our first (tinymachine learning application let us get our hands dirty and have look at our hypothetical web startupmlaaswhich sells the service of providing machine learning algorithms via http with the increasing success of our companythe demand for better infrastructure also increases to serve all incoming web requests successfully we don' want to allocate too many resources as that would be too costly on the other handwe will lose money if we have not reserved enough resources for serving all incoming requests the question now iswhen will we hit the limit of our current infrastructurewhich we estimated being , requests per hour we would like to know in advance when we have to request additional servers in the cloud to serve all the incoming requests successfully without paying for unused ones reading in the data we have collected the web stats for the last month and aggregated them in ch data/web_traffic tsv (tsv because it contains tab separated valuesthey are stored as the number of hits per hour each line contains consecutive hours and the number of web hits in that hour the first few lines look like the following