How much does it cost?

That depends on what you need to spend. Find someone who has done it before and learn from their experience. They will undoubtedly tell you to buy the lightest gear you can afford, but they will also probably warn that that means spending a lot more money. Good tents, sleeping bags, and backpacks are expensive.