Apparently, version 1 of mobilenet v2 has been replaced updated to version 2. Version 1 wasn't responsive to fine-tuning. Replace: https://tfhub.dev/google/imagenet/mobilenet_v2_100_96/classification/1 with: https://tfhub.dev/google/imagenet/mobilenet_v2_100_96/classification/2