News Articles Sorting 😄

Description

This is a NLP based ML web application which is used to classify the News Articles.

Objectives

This web application is created for News Article sorting, Nowadays there are many sources to generate news which are in huge amount of data, so this app will help the user to sort the news according to users choice.

Life Cycle of Machine Learning Project

Life Cycle of implementing machine learning application.

• Gathering the Data
• Data Preparation
• Data Preprocessing
• Create Model
• Evaluate Model
• Deploy the model

Dataset

The dataset that is used in this project has taken from the Kaggle. link is below.

• datset

Homepage (Responsive)

🛠️ Requirements

• Python (Programming Language version 3.7+)
• Flask (Python Backend Framework)
• sklearn (Machine Learning Library)
• git (Version Control Distribution)
• nltk (python library for NLP)
• pandas (Python Library for Data operations)
• NumPy (Python Library for Numerical operations)
• VS code (IDE)
• Azure (Cloud platform)
  
  

How to run this code...

• Create virtual environment

conda create -n myenv python=3.8

• Activate the environment

conda activate myenv

• Install the packages

pip install -r requirements.txt

• Run the app

python app.py

Authors

Umang Tank - portfolio ... Linkedin

If you like this project, please do give the star. If you have any suggestions or issues, please drop me a message.