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opentabml's Introduction

OpenTabML

OpenTabML is a chrome extension which predicts the address to be opened in a tab at the current time with the help of Machine Learning algorithms.

Requirements

To be updated as the project develops

Development Languages

  • Javascript (for building the Chrome Extension)
  • Python (for implementing Machine Learning algorithm)

Chrome Extension functionalities

  • It should collect data about the tabs opened in chrome, as soon as a tab is opened and a new page loads, that information is stored as: DAY-TIME-ADDRESS
  • DAY: {'Sunday','Monday','Tuesday','Wednesday','Thursday','Friday','Saturday'}
  • TIME: [0:00,24:00) with time step of 15 minutes
  • ADDRESS: The current webpage opened in the tab

Machine Learning Problem Statement

"We need to find an algorithm which predicts the address to be opened in a tab on a given day, at a given time of day with more than 70% accuracy."

Workflow

  • Chrome Extension should be able to collect data in the above-mentioned format and save it in a CSV file
  • Need to encrypt these CSV files, as web history is a private and sensitive information
  • These CSV files are decrypted only by the python file implementing the ML algorithm

The idea for this project was proposed by @abhsag24

opentabml's People

Contributors

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Stargazers

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Watchers

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