Git Product home page Git Product logo

rulebasedclassification's Introduction

Rule Based Classification

RuleBasedClassification

Due to the increasing competitive environment in these days, there is a possibility that companies may lose their customers every day. For this reason, it is extremely important to be able to satisfy them from the first day of they become customers. In order to do this, we need to know the location of our customers. Are they leaving us? Or do they look like the potential profitable customers?

In this project, we will try to understand where our customers are by applying a rule-based segmentation and try to understand which group are suitable for the new customers.

BUSINESS PROBLEM :

A game company wants to create using some features of its customers new level-based customer definitions (persona). And also wants to determine the segments according to these new customer definitions. Thus, it will be possible to estimate how much profit can be made per a customer in any segment.

For example, how much profit can be generated from a 33-year-old female user from Turkey who is an Android user.

DATASET STORY :

The Persona.csv dataset contains the prices of the products sold by an international game company and some demographics information of the users who buy these products. The data set consists of records created in each sales transaction. This means that the table is NOT deduplicated. In other words, a user with certain demographic characteristics may have made more than one purchase.

VARIABLES :

  • PRICE – Transaction Amount
  • SOURCE – The type of device the customer is connecting to (Android/IOS)
  • SEX – Gender of the customer (Female/Male)
  • COUNTRY – Country of the customer (USA/Brazil/Turkey/Deuchland/France/Canada)
  • AGE – Age of the customer

rulebasedclassification's People

Contributors

gasongun avatar

Watchers

 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.