Coder Social home page Coder Social logo

celiamuriel / customer-churn-bigquery Goto Github PK

View Code? Open in Web Editor NEW
0.0 0.0 0.0 2.35 MB

Home Page: https://celiamuriel.com/customer-churn-demo/

Jupyter Notebook 100.00%
bigquery customer-churn customer-churn-analysis customer-churn-analytics customer-churn-prediction customer-churn-prediction-with-machine-learning google-big-query google-bigquery jupyter-notebook machine-learning

customer-churn-bigquery's Introduction

This is an exercise to predict customer churn with two Machine Learning models. It tests:

  1. Linear regression algorithm. Build a model in the BigQuery UI (BigQuery ML), and connect a BI tool (e.g., Looker, Qlik Sense, Power BI, etc.) to show the results. You will need to create your report with a BI tool on the BigQuery model.
  2. Linear regression model. This time Run iPython code from a Jupyter notebook instead and make charts in it.
  3. KNN (K-Nearest Neighbors) algorithm in Python as well.

The demo uses the Telco Customer Churn from Kaggle: https://www.kaggle.com/blastchar/telco-customer-churn

You have all the code and the instructions to run the demo in the notebook Demo Customer Churn - BigQuery.ipynb.

There is a deck in this repository as well to help you during the demo.

https://celiamuriel.com/customer-churn-demo/

customer-churn-bigquery's People

Contributors

celiamuriel avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.