Section Intro

Introduction to NLP 

NLP Before Deep Learning

NLP During Deep Learning Era (till 2013)

NLP During Deep Learning Era (Present)

Introduction to Natural Language Processing (NLP)

NLP Applications pt1

NLP Applications pt2

Text Preprocessing

Tokenization Definition

NLP Applications, Text Preprocessing, and Tokenization

Word-based Tokenization

Charachter-based Tokenization

Subword-based Tokenization

Stop words Removal

Tokenization and Stop Word Removal in NLP

Stemming

Lemmatization

Part of Speech Definition

POS Tagging Importance, Techniques and Challenges

Stemming, Lemmatization, and Part of Speech Tagging in NLP

Bag of Words

BOG Benefits and Limitations

TF-IDF Definition

TF-IDF Advantages and Limitations

How TF-IDF Works

Bag of Words and TF-IDF in NLP

Assignment: Understanding NLP Concepts, Techniques, and Applications

Summary

Reading Material

Introduction 

Natural Language Processing (NLP) Practice Test

Section Summary

Practice Test 

Bonus Lecture

<h2 id="88e76a34-479d-4a8d-89e4-5caee9bd7c7c" data-toc-id="88e76a34-479d-4a8d-89e4-5caee9bd7c7c">Requirements</h2><ul><li>What are the requirements or prerequisites for taking your course?</li><li>Comfort with Technology: Basic computer literacy and familiarity with using online learning platforms will be advantageous.</li><li>Aptitude for Learning: A willingness to learn new concepts and a desire to explore the exciting world of NLP are essential.</li></ul><h2 id="1cdf3498-4ec7-4e00-8bce-88c72536bf31" data-toc-id="1cdf3498-4ec7-4e00-8bce-88c72536bf31">Description</h2>Crack the Code of Human Language: Become an NLP Mastermind!Imagine a world where machines can understand your every word. That's the power of Natural Language Processing (NLP), and YOU can be the one wielding it!This course isn't your dusty textbook lecture. We'll take you on a thrilling journey, from the birth of NLP (think pre-Deep Learning days!) to the cutting-edge models that power today's AI giants like GPT-3.Feeling a little lost in tech jargon? Worry not! Whether you're a curious student, a coding whiz, or simply fascinated by the magic of language, this course is designed for YOU.Here's what awaits you on your NLP adventure:<ul><li>Become a Machine Whisperer: Learn how to train machines to understand human language, from basic emotions to complex text analysis. ️‍</li><li>From Cave Paintings to Chatbots: Explore the incredible evolution of NLP, witnessing its transformation from sci-fi fantasy to real-world game-changer.</li><li>NLP in the Wild: Uncover how NLP is revolutionizing industries, from social media sentiment analysis to building mind-blowing chatbots that can actually hold a conversation!</li><li>Text Ninja Training: Master the art of data wrangling, cleaning up messy text and preparing it for your NLP projects like a pro.</li><li>The Grammar Guru: Demystify Parts-of-Speech tagging, a secret weapon for building powerful NLP models.</li><li>Unlocking the Meaning of Words: Crack the code of the Bag-of-Words model, a sneaky trick to turn text into numbers that computers can understand.</li><li>TF-IDF: Your New Superpower: Master TF-IDF, the technique that reveals the true importance of words within a document.</li><li>Code Like a Boss: Solidify your learning with bite-sized code examples that you can implement in real-world projects.</li></ul>This isn't just a course, it's your gateway to a future where humans and machines communicate seamlessly. Are you ready to join the revolution?Enrol Now &amp; Become an NLP Mastermind!P.S. Enroll now and get exclusive access to bonus resources and a thriving online community of NLP enthusiasts.<h2 id="10cbbb7b-651b-4495-925d-ae2fab75ca0f" data-toc-id="10cbbb7b-651b-4495-925d-ae2fab75ca0f">Who this course is for:</h2><ul><li>Developers and Programmers: Expand your skillset and explore how NLP can be integrated into your applications.</li><li>Data Scientists and Analysts: Learn powerful techniques to extract insights and meaning from vast amounts of text data.</li><li>Marketers and Business Professionals: Gain a competitive edge by understanding customer sentiment, analyzing online trends, and creating targeted communication strategies.</li><li>Content Creators and Writers: Optimize your content for search engines, personalize audience engagement, and explore innovative storytelling techniques.</li><li>Language Enthusiasts: Deepen your understanding of how language works, its complexities, and its potential for manipulation by machines.</li></ul>

Unlock the Power of Language: Natural Language Processing

Ashraf Said

Course content

Course Description

This Course Includes