For me the basic tools needed are a good drill with an assortment of bits, including screwdriver heads, and a basic tool box (hammer, level, tape measure, pliers, handheld screwdriver with interchangeable heads, pencil). Then start with some basics - put up some shelves, make a basic box (as shelving or storage), etc. Experiment with paint - spray paint, using stencils, etc.