TopTal Assignment

This repo contains the full materials for my TopTal screening assignment submission.

The README page displays the directory of all the files used and created by this assignment.

Directory

toptal_assignment
│   README.md
│   requirements.txt
└───code
│   │   EDA.ipynb
│   │   Modeling.ipynb
│   │   prediction_pipeline.py
│   │   utils.py   
└───data
│   │   dataset.json
│   │   processed_data.csv
│   │   result.csv
│   │   sites_encoded.csv
│   │   verify.json
└───model
│   │   Random_Forest_model.pkl
│   │   countvec.joblib
│   │   feature_engineer_pipeline.pkl
│   │   feature_selector.pkl
│   │   sites_vectorizer.pkl

Run Locally

Clone the project

  https://github.com/GeorgeMcIntire/toptal_assignment.git

Go to the project directory

  cd toptal_assignment

Start up virtual environment

  virtualenv -p python3 envname

Activate virtual environment

  source envname/bin/activate

Run the following command in terminal to install the required packages

  pip3 install -r requirements.txt

Usage/Examples

Make predictions on the verify.json data.

python3 prediction_pipeline.py