Preheat your oven to 350°F and grease a loaf pan (9-by-5-inch is perfect). Line the bottom with parchment paper if you want easy removal—I always do because nothing's worse than bread sticking halfway out. Mix your dry ingredients: flour, baking soda, salt, and cinnamon in a medium bowl. Set it aside and grab a bigger bowl for the wet stuff.
In a large bowl, whisk together the melted butter and sugar until combined (takes about 30 seconds). Add your eggs one at a time, whisking well after each addition so it gets smooth and slightly fluffy. Pour in the vanilla extract and mix it in. This prep work makes a huge difference in how light the final loaf turns out.
Mash those 3 ripe bananas really well—and I mean actually mashed, not just squished a few times. Lumpy banana bread is not the vibe. Stir the mashed bananas into the wet ingredients along with the milk. It'll look a little wavy at this point, but don't panic.
Pour the dry mixture into the wet ingredients and fold it together gently with a spatula. Don't overmix—stop as soon as you don't see dry flour streaks anymore. Overmixing develops too much gluten and makes the bread tough, which we're definitely trying to avoid here.
Fold in the chocolate chips and walnuts carefully. Save a small handful of chips to sprinkle on top if you want that bakery-look (totally optional but looks super professional). Pour the batter into your prepared loaf pan and smooth the top with your spatula.
Bake for 55 minutes at 350°F, or until a toothpick inserted in the center comes out with just a few moist crumbs attached. The top should be golden brown and smell absolutely incredible. If it's browning too fast, tent it loosely with foil for the last 10 minutes.
Let the loaf cool in the pan for 15 minutes (yes, this matters—it sets up the structure), then turn it out onto a wire rack to cool completely. I know it's tempting to slice into warm banana bread chocolate chip, but waiting prevents it from falling apart. Once cooled, you can slice, serve, and enjoy.