https://github.com/5hraddha/megaline-plan-recommendations

Megaline is a telecom operator and it offers its clients two prepaid plans, Surf and Ultimate.Megaline has found out that many of their subscribers use legacy plans. They want to develop a model that would analyze subscribers' behavior and recommend one of Megaline's newer plans: Smart or Ultra.
https://github.com/5hraddha/megaline-plan-recommendations

decision-tree-classifier logistic-regression random-forest-classifier scikit-learn supervised-learning

Last synced: 2 days ago
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Megaline is a telecom operator and it offers its clients two prepaid plans, Surf and Ultimate.Megaline has found out that many of their subscribers use legacy plans. They want to develop a model that would analyze subscribers' behavior and recommend one of Megaline's newer plans: Smart or Ultra.

• Host: GitHub
• URL: https://github.com/5hraddha/megaline-plan-recommendations
• Owner: 5hraddha
• License: mit
• Created: 2023-08-14T20:10:02.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-08-14T20:21:43.000Z (over 1 year ago)
• Last Synced: 2024-11-10T11:09:34.824Z (about 2 months ago)
• Topics: decision-tree-classifier, logistic-regression, random-forest-classifier, scikit-learn, supervised-learning
• Language: Jupyter Notebook
• Homepage:
• Size: 346 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Megaline Plan Recommendations to Customers

## Introduction

**Megaline** is a telecom operator and it offers its clients two prepaid plans, **Surf** and **Ultimate**.

**Surf**

- Monthly charge: $20

- 500 monthly minutes, 50 texts, and 15 GB of data

- After exceeding the package limits:

  - 1 minute: 3 cents

  - 1 text message: 3 cents

  - 1 GB of data: $10

**Ultimate**

- Monthly charge: $70

- 3000 monthly minutes, 1000 text messages, and 30 GB of data

- After exceeding the package limits:

  - 1 minute: 1 cent

  - 1 text message: 1 cent

  - 1 GB of data: $7

Megaline has found out that many of their subscribers use legacy plans. **They want to develop a model that would analyze subscribers' behavior and recommend one of Megaline's newer plans: Smart or Ultra**.

## Project Goal

Mobile carrier **Megaline** has found out that many of their subscribers use legacy plans. **They want to develop a model that would analyze subscribers' behavior and recommend one of Megaline's newer plans: Smart or Ultra**.

We need to develop a model with the highest possible accuracy. In this project, the threshold for accuracy is 0.75.