Introduction Flashcards
what is machine learning? explain it to a school going kid.
answer yourself
what is data mining?
it is the process by which useful information and patterns are mined from data
what is business intelligence?
large amount of data is collected every second from everything we do - when we open a website, click something etc..
business intelligence (BI) uses these data to make better data driven decisions
what is datascience and it’s hierarchy of needs?
datascience=datamining+computer science
dataengineer-collect ,move and store data
-instrumentation,sensors,logging,user generated content(reviews,videos,images,response,comment)
ETL-extract,transform and load data from multiple sources to data warehouse
datascientist-clean this data and use this data to explore,visualize it and apply intelligent algorithm and make models to answer related questions for which a machine learning expert is required
-data anomaly detection-finding unusual patterns or data points that does not align with the previous
data
what is supervised,unsupervised,reinforced learning?
supervised - with teacher (labelled data)
unsupervised - without teacher(unlabelled data)
reinforced - trial and error- reward and penalty