Bag of Words (BoW) in NLP: A Deep Dive into Text Vectorization
If you are trying to build a spam filter, a sentiment analyzer, or any machine learning model that processes text, you face an immediate problem: Machine Learning algorithms cannot understa…
Parth Shukla
Ml wizard
nlp
Word2Vec: Capturing Meaning in Vector Space
Bag of Words and TF-IDF are great, but they suffer from a fatal flaw: they have no concept of meaning. To those algorithms, “car” and “automobile” are just as different as “car” an…
Parth Shukla
Ml wizard
nlp
TF-IDF Explained: Boosting Signal in Text Vectorization
In our Bag of Words guide, we saw how to turn text into numbers by counting word frequencies. But there is a…
Parth Shukla
Ml wizard
nlp
Chatterbot Google Colab Train English Corpus
Here’s how to solve the file not found for training chatterbot on Google collab:
# Install
!pip install chatterbot
!pip install chatterbot-corpus
# move engl…