Sneaker Classifier

Shoe recognition app

Google Drive (updated - now has saved models - Densenet & VGG): https://drive.google.com/open?id=1OJ71rPDVY2ArUjLeQoHWXiUqlUqiOhBL

VGG Training Example (replace ResNet in the example with Pytorch VGG): https://towardsdatascience.com/how-to-train-an-image-classifier-in-pytorch-and-use-it-to-perform-basic-inference-on-single-images-99465a1e9bf5

Image Classifier Tutorial that talks about proper file structure for images: https://towardsdatascience.com/a-beginners-tutorial-on-building-an-ai-image-classifier-using-pytorch-6f85cb69cba7

Pytorch model to CoreML: https://medium.com/@alexiscreuzot/building-a-neural-style-transfer-app-on-ios-with-pytorch-and-coreml-76e00cd14b28

Exporting trained Pytorch model to AWS using Sagemaker (need to install AWS CLI): https://sagemaker.readthedocs.io/en/stable/using_pytorch.html#deploy-endpoints-from-model-data

Setting up AWS CLI (need to configure with access key): https://cloudacademy.com/blog/aws-cli-a-beginners-guide/ - model tar file is on Google Drive; need to upload to AWS next

Example of taking pretrained model to SageMaker: https://github.com/awslabs/amazon-sagemaker-examples/blob/master/sagemaker-python-sdk/mxnet_onnx_superresolution/mxnet_onnx.ipynb

Pytorch example on iOS: https://pytorch.org/mobile/ios/ Github: https://github.com/pytorch/ios-demo-app

Pytorch example on Android: https://github.com/pytorch/android-demo-app

Pretrained Pytorch CNN model to SageMaker: https://techblog.realtor.com/pytorch-aws-sagemaker/