Hi Palak,
Your profile is quite strong. I would advise you to pursue Masters. A masters degree would always be beneficial for you as compared to diploma in the long run. With 8.23 cgpa, you can easily get into most of the universities. However, if you want to pursue diploma, then you must choose...