I am able to correctly solve easy and medium type question but only few hard type of questions. How to improve this?

If you get all the easy and medium questions correct in actual CAT, you are assured of getting an excellent percentile. Focus on improving your strengths right now. You can start getting hard questions correct with good practice over a few months.