Has Deepmind ever released how many employees it has? Several thousand seems much larger than I would have thought. Please cite your source on that.
I don't know how UK R&D tax works, but most countries allow companies to write off some profits against R&D. Apart from the fact Google wants to do research, having a large center based in the UK probably helps their UK (and formerly EU?) tax position.