Starting out, all you really need is a drill, a hacksaw, a file, wood, and some sandpaper.
Go to the knife network and read all the "workshop" tutorials.
Start with a small knife. Design what you want. Don't get too eager and go for something way over your head. Draw it on the metal. Take your drill and make a line of holes all around your design. Hacksaw it out. Smooth the profile with the files. Draw a center line down the blade edge. Clamp it to the table and start filing, looking to file from that center line to whatever height you want your bevels to begin. Do this on each side. With hand tools, you can expect the above to take you a long time.....
Or, if you want to get started without going sole authorship on your first knife, buy a kit from knifekits.com. They will allow you to experiement a lot with handles, scales, bolsters, filework, etc, without having to grind the blade and deal with heat treating. You will quickly accumulate tools just finishing those kits, and it will give you a better finished product for a beginner than otherwise.
To give you an idea, my very first knife ever was done 100% with hand tools. it was a kit and piece by piece I customized each part of it. That took the kit from stock:
To: