First task is to extract the data required, at least the image components, sound will come later. The augmented data processing with dlib will take perhaps a few days or so, with roughly 1,000,000 images generated from the video files for training and test datasets. I used a GCP lowContinue Reading

Compete in Kaggle cheaply! Use a local basic server for proof-of-concept networks (with restricted hyperparameters) and then deploy the models to GCP or AWS in the cloud. A useful way of doing this is to use a git repository, both for versioning and to have a seamless data environment betweenContinue Reading