Love / Dating in Poland not able to speak Polish [24]

I just arrived in Warsaw and don't know anyone. I'm curious if it would be possible to date girls here by only speaking English. I've noticed it to be difficult starting conversations by asking someone if they speak English. Any tips or advice would be greatly appreciated.