Whether you just need to fix one grainy photo or multiple photos, learning the skills to do it in Adobe Photoshop is a great way to go. First, launch Adobe Photoshop, then import the grainy picture that you want to work on. Go to the Filter menu, then choose Noise, then Noise Reduction.