Skip to content

Complete deep learning project developed in Full Stack Deep Learning, Spring 2021

License

Notifications You must be signed in to change notification settings

sanggusti/fsdl-text-recognizer-2021-labs

This branch is 1 commit ahead of the-full-stack/fsdl-text-recognizer-2021-labs:main.

Folders and files

NameName
Last commit message
Last commit date

Latest commit

a8a1d5b · Jul 7, 2021

History

64 Commits
Apr 5, 2021
Mar 24, 2021
Apr 16, 2021
Apr 16, 2021
Jul 7, 2021
Apr 16, 2021
Apr 16, 2021
Mar 23, 2021
Apr 16, 2021
Apr 16, 2021
Apr 16, 2021
Apr 16, 2021
Mar 30, 2021
Mar 30, 2021
Apr 16, 2021
Jan 21, 2021
Mar 30, 2021
Jan 19, 2021
Jun 4, 2021

Repository files navigation

Full Stack Deep Learning Spring 2021 Labs

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:

About

Complete deep learning project developed in Full Stack Deep Learning, Spring 2021

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages

  • Jupyter Notebook 98.6%
  • Python 1.4%