Learn Complete NLP with Project (Bag of Words, Tf-idf) | For Beginners
Instructor - Akarsh Vyas
In this video, we dive deep into Natural Language Processing (NLP) using Machine Learning – without touching deep learning!
Code and Data: https://github.com/AkarshVyas/NLP-content
Notes - https://drive.google.com/file/d/1tK_Za6gwhuf5FkIg-5kcQsnA09aS0k5y/view?usp=sharing
You’ll learn:
What is NLP and why it's important
Real-world applications of NLP
Full text preprocessing pipeline
Lowercasing, punctuation removal, emoji & stopword removal
Difference between TF-IDF and Bag of Words
Common ML techniques used in NLP
Hands-on Emotion Detection Project from scratch
Tools & Libraries used:
Python
Pandas, NLTK for text preprocessing
Scikit-learn for ML models (Naive Bayes, Logistic Regression)
CountVectorizer, TfidfVectorizer
Whether you're a beginner or a data science enthusiast, this video will teach you how to process text and build powerful ML models using simple NLP techniques.
Don’t forget to like, comment, and subscribe for more machine learning and AI content!
Instructor – Akarsh Vyas
In this video, we dive deep into Natural Language Processing (NLP) using Machine Learning – without touching deep learning!
Code and Data: https://github.com/AkarshVyas/NLP-content
Notes – https://drive.google.com/file/d/1tK_Za6gwhuf5FkIg-5kcQsnA09aS0k5y/view?usp=sharing
You’ll learn:
What is NLP and why it’s important
Real-world applications of NLP
Full text preprocessing pipeline
Lowercasing, punctuation removal, emoji & stopword removal
Difference between TF-IDF and Bag of Words
Common ML techniques used in NLP
Hands-on Emotion Detection Project from scratch
Tools & Libraries used:
Python
Pandas, NLTK for text preprocessing
Scikit-learn for ML models (Naive Bayes, Logistic Regression)
CountVectorizer, TfidfVectorizer
Whether you’re a beginner or a data science enthusiast, this video will teach you how to process text and build powerful ML models using simple NLP techniques.
Don’t forget to like, comment, and subscribe for more machine learning and AI content!