https://github.com/kkeshav1101/priority_encoder

A fullstack application mimicking a To-Do App but optimising it to improve productivity by predicting the relative importance of each task.
https://github.com/kkeshav1101/priority_encoder

bootstrap css django frontend fullstack-development html5 nlp-machine-learning python randomforestregressor

Last synced: 6 months ago
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A fullstack application mimicking a To-Do App but optimising it to improve productivity by predicting the relative importance of each task.

• Host: GitHub
• URL: https://github.com/kkeshav1101/priority_encoder
• Owner: KKeshav1101
• License: apache-2.0
• Created: 2024-01-19T17:25:04.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-12-08T13:23:10.000Z (10 months ago)
• Last Synced: 2025-03-25T06:41:41.423Z (7 months ago)
• Topics: bootstrap, css, django, frontend, fullstack-development, html5, nlp-machine-learning, python, randomforestregressor
• Language: Jupyter Notebook
• Homepage:
• Size: 226 KB
• Stars: 2
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Priority_Encoder

> A fullstack application mimicking a To-Do App but optimising it to improve productivity by predicting the relative importance of each task.


> STATUS : Fully Functional Application now !!! Front-End Improvements incoming




Creators



Sanjala Ramesh

Keshav Kannan






Stack used



  
python- pandas, tensorflow, scikit-learn, Django

  
html, css, javascript, bootstrap



Workflow Diagram


![Workflow Diagram (2)](https://github.com/KKeshav1101/Priority_Encoder/assets/144262889/b582816c-dfd8-4e68-8115-99259fb5fc89)

Dataset Schema



  
Task_id : primary_key int 

  
Account_Name : String 

  
Current_datetime : datetime

  
Due_datetime : datetime

  
Brief_Description : String

  
Task_type : Category

  
Hours_left : hrs in decimal (derived)

  
Weight : int in range(10)(derived)

  
Completed : boolean



Applications



  
Workplace : Employer can efficiently assign tasks and ensure time is spent more appropriately on important tasks 

  
Academia : Can help with students' time management

  
Should Increase Productivity and improve work life balance because an algorithm helps you decide where to start :) !



Scope for improvement



  
The interface can be more friendly

  
The dataset can be personalised better



Drawbacks



  
Model will take time to give personalised predictions

  
Too many input fields to enter may test your patience