Face images should be similar to our users' images: selfies, bad lighting, not aligned faces, etc.
Search for existing datasets.
Scrap images from Instagram. There are some libraries that wrap Instagram API. Use simple face detection (I recommend this lib). It's important here not to bias our dataset here, because Instagram images are often uploaded with filters.
My ideas: