/e2e-ml-workshop

The code for the introduction to end-to-end machine learning workshop (based on Machine Learning Bookcamp)

Primary LanguageJupyter Notebook

End-to-end machine learning

Introduction to end-to-end machine learning

Slides: https://www.slideshare.net/AlexeyGrigorev/endtoend-introduction-to-machine-learning

Environment

First, install Anaconda (for Linux):

wget https://repo.anaconda.com/archive/Anaconda3-2020.07-Linux-x86_64.sh
bash Anaconda3-2020.07-Linux-x86_64.sh 

For other systems, follow the intructions here

Next, clone the repo:

git clone git@github.com:alexeygrigorev/e2e-ml-workshop.git 

Finally, run Jupyter in this folder:

jupyter notebook

Intructions

  • First, train a model in regression_carprice_blank.ipynb (check regression_carprice_reference.ipynb for reference implementation)
  • Then, implement a service in flask_app_blank.py (check flask_app_reference.py for reference implementation)