Preheat oven to 350F. Add peanut butter, sugar and eggs to a bowl and stir until combined. Add flour, salt and baking soda and stir to combine. Using a cookie scoop for each cookie, roll dough in your hands for each to form a smooth ball. Make an impression in each cookie using your thumb. Bake for 15-17 minutes. Remove from oven and allow to cool.