Preheat the oven to 425°F. Line a standard muffin pan with baking cups.
In a large bowl, whisk together the flour, baking powder, baking soda, cinnamon and salt.
In a separate medium bowl, whisk together the eggs, olive oil, sugar and vanilla extract. Fold the wet ingredients into the dry. (The batter will be very thick but will loosen as soon as the zucchini is added.)
Grate the zucchini on a box grater then measure out 1 loosely packed cup and transfer it to a kitchen towel. Wring out as much moisture as possible.
Fold the grated zucchini and chocolate chips into the batter.
Divide the batter among the mini muffin tin cups, filling each cup two-thirds full. Sprinkle the tops with a little sanding sugar, if desired.
Bake the muffins at 425°F for 5 minutes, then without opening the oven, reduce the temperature to 375°F and continue baking them until a toothpick inserted comes out clean, an additional 15 to 18 minutes.
Remove the muffins from the oven and let them cool for at least 5 minutes in the pan before serving.