rishabh214 / mavoix-internship-test

shortlisting for interview of different roles using ML logistic regression algorithm

Mavoix-internship-test

Shortlisting for interview of different roles using ML logistic regression algorithm

To test the project go to Driver section in the end of the file and provide necessary inputs

First I manipulated the data to create a seperate column for each skill(somewhat similar to pd.get_dummies)

Those columns were later filled by 1 and 0 values on the basis of that particuar skill present.

Check the 'x' dataframe to understand clearly

The user will provide for which role he/she wants to apply and his skillset.

I made 3 different models using sklearn for 3 roles in this question .Task of each classifier was to predict whether person is eligible for a interview for a particular role or not .

Model made prediction based on the type of skills a person has

If a peson was not shortlisted for interview it showed the skills he/she lacked