I have a requirement where I have to get the data from Pre-defined data views eg: Send, Click etc. using REST API.
I am not able to find a solution for the same. Has anyone tried to do the same thing?
REST API is not able of fetching data from views, unfortunately. Generally, the data operations supported by REST are limited to upserts, and not reads - any use cases which require API to read data from SFMC require SOAP. This is explained in another question here on SFSE: Bulk Retreive: Rest API - SF Marketing Cloud
Using SOAP you will be able to access Send, Open and Click events, giving you tracking information you need.