Neural Radiance Fields (NeRF) are one of those ideas that sound abstract until you actually build one. Then suddenly, everything clicks. In this article, we’ll train a NeRF end-to-end, starting from raw images and camera poses, all the way to rendering RGB images and depth maps. The goal here is to use a minimal dataset to understand how NeRF works in practice.