Spending a week based out of Reading

Hi, I am from Asia and I will be travelling to Reading for work, and would love to take short day trips and weekend trips in the area. I do not plan to get a car so will be relying on public transport (e.g., bus, train). Where and what do you recommend I try in Reading as well as nearby?