What are the types of tools that I would need to have access to in order to build something like a table from wood?
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It depends in no small part on how you wish to construct the table. For instance, if you wish to do a simple screw or nail construction, it's a different set of end tools than if you wanted to do dove-tail joints, or biscuit joints, or mortice and tenant joints...
The basics (screw construction)