Natural Language Processing Case Study Project

The text classification case study project
The test assignment for ML job offer
From a detailed Exploratory Data Analysis (EDA) to a text classification and the results comparison

Exploratory Data Analysis (EDA)

Model Development

Python Code

Code for EDA

Python code for Exploratory Data Analysis (EDA) posted at GitHub..

Code for Model Development

Python code for model development posted at GitHub..

Used Libraries

Scikit-learn

Scikit-learn (formerly scikits.learn and also known as sklearn) is a free software machine learning library for the Python programming language.

NLTK

The Natural Language Toolkit, or more commonly NLTK, is a suite of libraries and programs for symbolic and statistical natural language processing for English written in the Python programming language.

pandas

pandas is a software library written for the Python programming language for data manipulation and analysis. In particular, it offers data structures and operations for manipulating numerical tables and time series. It is free software released under the three-clause BSD license.

Seaborn

Seaborn is a Python data visualization library based on matplotlib. It provides a high-level interface for drawing attractive and informative statistical graphics. For a brief introduction to the ideas behind the library, you can read the introductory notes or the paper.

Recommended Literature

Hands-On Exploratory Data Analysis with Python

Suresh Kumar Mukhiya, Usman Ahmed

Text Analytics with Python: A Practitioner's Guide to Natural Language Processing

Dipanjan Sarkar

Graphical Exploratory Analysis

S. H. DuToit, A. G. Steyn, R. H. Stumpf

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