end_to_end_deep_learning_liveproject

• active repo for end to end deep learning liveproject for Manning
• related to Manning book Deep Learning with Structured Data https://www.manning.com/books/deep-learning-with-structured-data
• the code in this repo cleans up the Airbnb NYC dataset, explores the data, creates and trains a DL model, and deploys the model

Directory structure

• data - processed datasets and pickle files for intermediate datasets
• models - saved trained models
• notebooks - code
• help - versions of code with only comments and function signatures
• pipelines - pickled pipeline files

To exercise the code

• Copy Airbnb NYC dataset to data directory in cloned repo
• Run data_cleanup.ipynb notebook with appropriate config settings
• Run model_training.ipynb notebook on output of data_cleanup notebook with appropriate config settings
• Run flask_server.py module with appropriate config settings

Background

• Airbnb NYC dataset
• main repo for Deep Learning with Structured Data