This is a sample project using a DeepLens, the Caltech CUB-200-2011 dataset and the ResNet 18 neural network architecture, with automatic image uploads to S3 based on configured probability threshold. It is based on the sample Bird Classification project provided by AWS. I used this with Hugo Easy Gallery but the approach will work with other image gallery solutions. Check out the the blog post and the Bird Brain Sample Gallery.