Will Machine learning app be useful for analysing server logs which contains the details of start and shut down of servers, exception details, server settings etc
yes, depending upon your use case...
Check the predict categorical field for starters.
You can also use regression to predict server shut down based on the number of exceptions...
and many more 🙂