SMS Spam Detection Analysis - NLP

Complete Video Tutorial: https://youtu.be/YklplKmCoUw

Dataset Information

The "spam" concept is diverse: advertisements for products/web sites, make money fast schemes, chain letters, pornography...

The SMS Spam Collection is a set of SMS tagged messages that have been collected for SMS Spam research. It contains one set of SMS messages in English of 5,574 messages, tagged according being ham (legitimate) or spam.

Attributes

• SMS Messages
• Label (spam/ham)

Download link: https://www.kaggle.com/uciml/sms-spam-collection-dataset

Libraries

pandas

numpy

nltk

re

sklearn

Algorithms

Logistic Regression

Naive Bayes

SVC

Random Forest

Best Model Accuracy: 98.27