Paying Taxes While Self Employed

I would like some advice on taxes for entrepreneurs. To give a little background on my situation, I have a fulltime job, but I have a lot of side projects throughout the year. I receive a 1099 from these companies each year and the taxes get extremely high come tax season. Is there a way to alleviate the heavy tax bill in April. Should I file differently this upcoming year?