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Basically, as you beginner you will need the following tools: a drill, an impact driver, a miter saw and a sander. With these tools you can cut, join and finish wood as a professional. If you want to save time and improve the quality of your work you can upgrade and buy yourself a pocket hole jig, a router, a thickness planer and a table saw. I have created a complete guide with tool recommendations and reviews HERE, so you make an informed decision.
The bill of materials below assumes all the lumber is good. You should buy extra lumber to be able to leave out pieces with defects in them. In general, its best to buy wider pieces of lumber and rip them into narrower pieces, such as buying 2x6 and ripping the 2x3's out of them. You get much better lumber that way. It may be better to buy five 2x10x8' instead of the parts marked with an asterisk, and cut everything from those.
To inset the aprons 3/4" from the outer surface of the legs I made a spacer from 2 pieces of plywood. This little jig made it easy to keep the distances uniform and also secure the apron to the leg while fastening. Pic 3 illustrates how the jig, apron and leg are clamped together for fastening. Each apron end is held by three 2 1/2" pocket screws. The pocket holes were made using a Kreg pocket hole jig. I assembled the short ends first and then the rest of the table base making sure the kerf (for clips) was along the top edge. Since this is a long table I also added a cross piece in the middle of the table using pocket screws.