Project - Text Classification
Piyush Pravin
Posted on August 20, 2020
Project Link : https://github.com/piyushP7pravin/Text-Classification
MultinomialNB implements the naive Bayes algorithm for multinomially distributed data, and is one of the two classic naive Bayes variants used in text classification.
I have used Multinomial Naive Bayes algorithm to classify the given text document to different categories.
I have used 20,000 documents from 20 newspaper categories, made dataset from the given documents. Built a Multinomial Naïve Bayes Classifier from Scratch that classifies any test document to one of the 20 categories. Made a comparison report between the results of our Naive Bayes implementation with Sklearn Multinomial Naïve Bayes Classifier.
Overall accuracy seems to be almost same for both cases.
Posted on August 20, 2020
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