Yes you can establish your business as a sole trader in the UK. Take a look at the link below which provides basic information on what is required and links to more detailed information.
Becoming a sole trader | Business Link
You do of course need to register with the tax authorities as a sole trader keeping accounts, paying taxes and you also need to register for VAT purposes if you are above the VAT threshold.