A company wants to start building a machine aws video
ml-specialty video for a company wants to start building a machine learning model for predictive maintenance purposes. This simply means that they can detect if
Full Certification Question
A company wants to start building a machine learning model for predictive maintenance purposes. This simply means that they can detect if their machine will fail up to 2 hours before failing so they can repair it immediately without further damages for the machine or the production line. They decided to collect their own dataset from various sensors. The data collected resembled raw measurements such as “Temperature”, “Pressure”, “Frequency” and many more. The domain expert says that the factors affecting the failure of the machine are not based on raw measurements, however a mathematical combination from these measurements forming 3 features which decide whether the machine will fail or not. The company needs to ingest the data from various sensors, send it to a suitable data lake, initiate an ETL job on a daily basis to extract those features from the data residing in this data lake and store the result in the same lake along with running SQL commands on the result using a managed service if necessary. Which combination of services should the company use?