Using money from business "A" to invest in business "B"

Hi....I just started working for myself doing affiliate marketing this year.....I understand that a lot of the things I buy are tax deductible if they are purchased to "improve my business. My question is... Can I use the money I make from affiliate marketing to invest in a small music studio and still get a tax deduction for the things I purchase for the new business?