Implementation of Multinomial Naive Bayes from scratch using pandas and numpy. NLTK library has also been used for tokenizing and cleaning the data. Naive Bayes is a very popular statistical algorithm ...

Small Dataset: The small size of the dataset may limit the model's generalizability. Future Improvements: Extend the implementation to handle continuous features or experiment with larger datasets.

Dr. James McCaffrey of Microsoft Research uses Python code samples and screenshots to explain naive Bayes classification, a machine learning technique used to predict the class of an item based on two ...

The program imports the NumPy library, which contains numeric array functionality. The GaussianNB module has the key code for performing Gaussian naive Bayes classification. Notice the name of the ...