This is a fully fledged model that predicts whether customers will leave a company or not. Our case study is the telecommunication industry and more specifically airtel Rwanda..
Customerware model
# 📗 Table of Contents
- 📖 About the Project
- 🛠 Built With
- Tech Stack
- Key Features
- 🚀 Live Demo
- 💻 Getting Started
- Setup
- Prerequisites
- Install
- Deployment
- 👥 Authors
- 🔭 Future Features
- 🤝 Contributing
- ⭐️ Show your support
- 🙏 Acknowledgements
- ❓ FAQ
-
# 📖 [Customerware]
**[customerware]** is a model that predicts whether customers will leave a company or not and more specifically in the telecommunication industry
- Video Link
- Deployed Model
- Backend Repositiory
- Frontend Repository
- Colab Link
## 🛠 Built With
### Tech Stack
Model
For the model we mainly used Jupyter notebook for dataset cleaning, feature engineering, feature selection and model traning,validation, valuation and sample deployment.
Tools:pandas,matplotlib,scitlearn,xgboost,numpy,seaborn
Client
The frontend is implemented in HML,CSS and Vanilla Javascript
Server
The server is implemented in flask with scitlearn, pandas,joblib,flask-cors as dependencies
### Key Features
- **[Prediction]**
- **[GoodUI]**
- **[ReliableOutput]**
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## 🚀 Live Demo
- Live Demo Link
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## 💻 Getting Started
To get a local copy up and running, follow these steps.
### Prerequisites
In order to run this project you need:
- A google account in order to run colab
- scit-learn, flask-cors,Flask, xgboost for the server
- You should have python installed
```sh
sudo apt-get update
sudo apt-get install python3.6
```
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Clone this repository to your desired folder:
Example commands:
```sh
cd my-folder
git clone git@github.com:myaccount/customerware-submission.git.git
```
### Install
- To run colab use the link:colab link
- To run the [frontend] head to this repository: customerware frontend and clone to choice directory,
```sh
cd choice directory
code .
```
click Go Live if live server is installed
- To run [server] head to the repository:customerware and clone it to choice directory
```sh
cd choice directory
g …