Autocomplete views exposed textbox for Entity reference field
I found an answer here : Drupal 7 Views Autocomplete Filter | Code Karate

Following this solution I installed Views Autocomplete Filter module and then in the view, I added a relationship based on field machine model and then a filter of type title of machine was provided .

Everything works great now.