shhubhxm / salary-priceprediction_website

Built a client-facing API using Django with Random Forest Regressor model calculates the predicted salary of a data scientist/engineer.

salary-priceprediction_website

• Built a client facing API using Django and hosted the APP on Heroku.
• Model was trained with more parameters but the deployment of all parameters to heroku app will not be viable. So the model takes the input:
  • Age Of Company
  • Rating Of The Company (1-5)
  • Is Python One Of Your Skills?
  • Is Spark One Of Your Skills?
  • Is AWS One Of Your Skills?
  • Job Seniority
  • Is Excel One Of Your Skills?
  • Which State Do You Want Your Job
  • Are You Looking For Hourly Pay?
  • Job Title
  • Sector
  • Type Of Ownership
  • Industry
• This APP estimates data science salaries (Mean Absolute Error ~ $ 11K) to help data scientists negotiate their income when they get a job.

Home

Takes the 13 Parameters mentioned above.

Result

Salary is predicted by Random Forest Regressor with (mean absolute error: 11.073154362416108).

The predicted salary is in: ($1000).