Welcome!
As part of Full Stack Deep Learning 2021, we will incrementally develop a complete deep learning codebase to understand the content of handwritten paragraphs.
We will use the modern stack of PyTorch and PyTorch-Ligtning
We will use the main workhorses of DL today: CNNs, RNNs, and Transformers
We will manage our experiments using what we believe to be the best tool for the job: Weights & Biases
We will set up continuous integration system for our codebase using CircleCI
We will package up the prediction system as a REST API using FastAPI, and deploy it as a Docker container on AWS Lambda.
We will set up monitoring that alerts us when the incoming data distribution changes.
Sequence: