CodeChallenge - TextClassification

Classify a single str entry or a JSON formated data with labels

1. soft: for soft skills like 'team player'
2. tech: for tech skills like'python experience'
3. none: for all other type of sentences

Getting Started

These instructions will get you a copy of the project up and running on your local machine for evaluation purposes. If something is not clear or doesn't work, please refer to me

Prerequisites

Following libraries needed

import argparse
import os
import sys
import numpy
import keras
import pickle
import pyperclip
import json
import pandas
import spacy

Installing

Pls download (clone) this repo to a desired Folder

With bash or cmd navigate to the folder where the repo is found on your Computer

(base) C:\Users\magdi\OneDrive\Documents\VSCode\Python\Talentbait\CodeChallenge---TextClassification>

Install the packages

install.sh

You should be good to go

Running the tests

To call the library just perform:

(base) C:\Users\magdi\OneDrive\Documents\VSCode\Python\Talentbait\CodeChallenge---TextClassification>textClassifierCLI

For help just ge with textClassifierCLI -h and you'll get:

usage: textClassifierCLI [-h] [-s] [-j] [-p]

---------------------------------------------------------------
Description:
Classify a single str entry or a JSON formated data with labels
    1. soft: for soft skills like 'team player'
    2. tech: for tech skills like'python experience'
    3. none: for all other type of sentences
---------------------------------------------------------------

optional arguments:
  -h, --help    show this help message and exit
  -s , --str    may be used to classify a single Text in prompt
  -j, --json    state that a JSON file will be classified
  -p , --path   path to JSON file (may contain labes)
                default='tech_soft_none.json'

There are 3 main functionalities:

1. label a string in prompt

C:\Users\>textClassifierCLI -s <string_to_classify>

2. label the DataSet in a generated output file (useless but for development)

C:\Users\>textClassifierCLI -j

3. label a json in a generated output file

C:\Users\>textClassifierCLI -j -p <absolute_path>

It works as well with a relative path if within folder

Authors

• Magdiel Martinez - Initial work - Magdiel3

License

This project is licensed under the MIT License - see the LICENSE.md file for details

Acknowledgments

• Thanks stackoverflow, python docs, keras docs, and all other documentations
• Purpose: Apply for an awesome job
• Motivation: Learn (I really did) even tough I may not get the Job unu