Can I deduct inventory I bought but have not sold?

Generally no. Inventory is an asset until sold, at which point its cost moves to cost of goods sold and reduces taxable income.

Some small businesses can elect simplified treatment, but the default rule is that stock sitting in a warehouse is not yet a deduction.