Maybe say to yourself "What's the worst that can happen?". They don't respond as you'd like? That is something we all have to face it's no measurement of you or your worth.

Practising going up to people you are less interested in may be a good start, just trying out those social skills with no pressure on yourself. Practice makes everything feel easier.