I started my business last year. I know my beginning inventory for the year was 0, then I purchased items. If I sold any of them are they still included in EOY inventory?

No.  If you sold items, they are subtracted from your end of year inventory. 

If you are a small business, you can choose not to keep an inventory and instead list your purchases as supplies and your sales as sales.