The Ultimate NLP Course In Hindi

Today we are starting a new course called "The Ultimate NLP Course In Hindi." In this course, I will teach you NLP concepts from Beginner to Advance level in the simplest way possible. I will make every effort to ensure that you don't need to refer to any other resources apart from my videos. Throughout this course, we will combine theory with practical implementation to ensure a thorough understanding. You will also have access to numerous exercises. Now, let's see what we will cover in this course:

1. NLP Basics: Introduction and Fundamentals

Working With Text Data
Introduction to Regular Expressions
Implementing Regular Expressions

2. Text Data Preprocessing and Information Extraction Techniques

Introduction to Text Pre-Processing
Tokenization
Stopword Removal
Text Normalization
Exploring Text Data
Introduction to Information Extraction
Part of Speech(POS) Tagging
Dependency Parsing
Named Entity Recognition(NER)
Relation Extraction
Introduction to string Similarity
Different ways to calculate string similarity

3. Information Retrieval Strategies and Ranked Retrieval Methods

Introduction to information Retrieval
Approached to Information Retrieval
Evaluation of Information Retrieval Model
Introduction to Ranked Retrieval
Approached to Ranked
Evaluation of ranked retrieval models

4. Advanced Language Modeling Techniques

Introduction and applications of Language Modelling
Probabilistic Language Modelling
Evaluation of Language Modelling

5. Effective Feature Engineering for Textual Data

Introduction to Feature Engineering for Text Data
Text Feature Engineering Techniques
Text Representation
Word Embeddings

6. Text Classification Methods and Approaches

Introduction to Text Classification
Hand coded rules for text classification
Supervised machine learning for text classification

7. 8 - Small Projects

8. ChatBot Making Project

In this course, you will have access to more than 7 projects. After completing this course, I will also teach you how to build a chatbot. I kindly request you to show your support and love for this course. Any additional content related to this course can be found on my website.