Mastering Natural Language Processing: A Comprehensive Guide

A Fun Journey into Understanding Language with NLP

What you'll learn

Fundamental understanding of NLP concepts

Techniques for text preprocessing like tokenization, stemming, and lemmatization

Advanced topics including Parts of Speech Tagging and Named Entity Recognition

Practical experience with popular NLP libraries such as Spacy

Utilization of techniques like Bag of Words and Word2Vec for text analysis

Requirements

No programming experience needed. You will learn everything you need to know

Description

Do you ever wonder how computers understand the words we write? Imagine if you could teach your computer to understand language just like you do! Welcome to our exciting adventure into the world of Natural Language Processing (NLP)!In this special course, we're going to learn all about how computers can understand and work with words. We'll start by learning some cool tricks like breaking down big sentences into smaller pieces, which we call "Tokenization." It's like when you break a big puzzle into smaller pieces to solve it easily!Next, we'll learn about "Stemming" and "Lemmatization." These are fancy words for making words simpler. It's like changing "running" to "run" or "better" to "good."Then, we'll dive into a fun game called "Parts of Speech Tagging!" It's like putting labels on different parts of a toy to know what they are. We'll also learn about "Named Entity Recognition," where we find special words like names of people or places in big stories.We'll meet our friend Spacy, a special tool that helps us do all these cool things with words! Spacy will show us how to clean up messy words and even take out boring words like "and" or "the."But wait, there's more! We'll learn about creating magic bags of words and using them to teach our computer what different words mean. It's like having a bag full of special words, and each word has its own superpower!And finally, we'll discover the amazing world of Word2Vec, where we teach our computer to understand words by how they're used together. It's like learning new words by hanging out with your friends and seeing how they talk!By the end of our journey, you'll be a master of words, ready to teach your computer all sorts of amazing things about language! So, are you ready to join the adventure? Let's dive into the magical world of words together!

Overview

Section 1: Introduction to NLP

Lecture 1 Introduction

Section 2: Tokenization in NLP

Lecture 2 Tokenization in NLP

Section 3: Stemming in NLP

Lecture 3 Stemming in NLP

Section 4: Lemmatization

Lecture 4 Lemmatization

Section 5: Understanding Parts of Speech Tagging in NLP

Lecture 5 Understanding Parts of Speech Tagging in NLP

Section 6: Named Entity Recognition

Lecture 6 Named Entity Recognition

Section 7: Introduction to Spacy

Lecture 7 Introduction to Spacy

Section 8: Stops words in NLP

Lecture 8 Stops words in NLP

Section 9: Bag of words

Lecture 9 Bag of words

Section 10: Word2Vec

Lecture 10 Word2Vec

Beginners interested in Natural Language Processing (NLP),Data scientists and analysts seeking to enhance their text analysis skills,Developers aiming to integrate NLP techniques into their applications,Students and professionals in fields like linguistics, AI, and machine learning interested in NLP