Removing Punctuation

Correction of Typos

Removing Stopwords

Tokenization

Stemming and Lemmatization

Stemming and Lemmatization Difference

Number to Words Conversion

Part-Of-Speech (POS) Tagging

Quiz 01

Text Cleaning & Text Preprocessing

Bag of Words

Term Frequency Inverse Document Frequency

Text to Sequence

Handling Exceptions (Out of Vocabulary Tokens)

Padding

Introduction to Real Datasets

Kaggle Account Setup

EDA and Text Representation Practical Example

Natural Language Processing Pipeline

Language Model Evolution

Statistical Language Model

Logistic Regression

Logistic Regression with Binary Classification

Logistic Regression with Binary Classification and Parameter Tuning

Multinomial Logistic Regression

Naive Bayes Classifier

Bernoulli Naive Bayes Classifier

Bernoulli Naive Bayes Classifier with Parameter Tuning

Multinomial Naive Bayes Classifier

N-gram Models

N-Gram Models Project (Intro & Preprocessing Data)

N-Gram Models Project (Modeling Algorithm)

N-Gram Models Project (Perplexity and Queries)

Deep Learning Models: Part 1

Deep Learning Models: Part 2

Deep Learning Models Practical

Natural Language Processing Pipeline

What is a large language model or LLM

Generative AI and Conversational AI

Transformers Models

Hugging Face Spaces

Machine Translation

Automatic Text Summarization

Contextual Question Answering

Tabular Question Answering

Named Entity Recognition

Automatic Speech Recognition