How do I advertise myself?

If you know anything about SEO, you could work on building your own website ranking for the relevant keywords around web design in your area. This would bring you good traffic (most of the time better than offline marketing and paid campaigns), make sure you have a good contact form to capture your enquiries and I agree with the above suggestions that a few love jobs are important to have a portfolio and positive references that your future clients can check out.