This is a practical guide to tomographic image reconstruction with projection data, with strong focus on Computed Tomography (CT) and Positron Emission Tomography (PET). It will be invaluable for graduate students and scientists in medical physics and biomedical engineering who are beginners in the field of image reconstruction.