I fully recommend Ham House & Gardens, in Richmond. It has an amazing vegetable patch of which to inspire and there is lots of places to run around. It is a good idea to get a National Trust Membership, they are so handy!
You can take the Overground to Richmond Station and then the 65 or 391 bus. You can walk from there.