Q6bLSDsGm6snC8SLLInfsTbJlnZt2RFs
Published 3/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz
Language: English | Size: 920.29 MB | Duration: 1h 25m[/center]
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Stop struggling with communication and unlock the hidden potential of words!
What you'll learn
Master NLP Fundamentals: Grasp core concepts, history, and machine learning techniques in NLP.
Preprocess Text Like a Pro: Learn tokenization, stop word removal, stemming, and lemmatization.
Unlock Word Meaning: Master TF-IDF and Bag of Words to extract meaning from text.
Become a Grammar Ninja: Discover POS tagging to understand word function in sentences.
Explore Advanced Techniques: Learn subword and character-based tokenization for complex analysis.
See NLP in Action (Parts 1 & 2): Explore real-world applications like sentiment analysis, machine translation, chatbots, and text summarization.
Requirements
What are the requirements or prerequisites for taking your course?
Comfort with Technology: Basic computer literacy and familiarity with using online learning platforms will be advantageous.
Aptitude for Learning: A willingness to learn new concepts and a desire to explore the exciting world of NLP are essential.
Description
Unlock the Power of Language: Master Natural Language ProcessingStop struggling with communication and unlock the hidden potential of words!This comprehensive NLP course will equip you with the skills to understand, analyze, and manipulate language data like a pro. Whether you're a developer, data scientist, marketer, or simply fascinated by the science of language, NLP will open doors to exciting new possibilities.In this course, you'll embark on a thrilling journey through the world of NLP, where you'll:Master the Fundamentals: Gain a solid understanding of NLP concepts, from its history to its cutting-edge applications in the Deep Learning era.Dive into Text Preprocessing: Learn essential techniques like tokenization, stop word removal, and stemming/lemmatization to prepare text data for analysis.Unlock the Secrets of Words: Explore powerful methods like TF-IDF and Bag of Words to extract meaning and uncover hidden patterns within text.Harness the Power of Parts of Speech: Discover the magic of POS tagging and how it reveals the structure and function of words within a sentence.Become a Text Ninja: Master advanced techniques like subword-based tokenization and character-based approaches for sophisticated text analysis.Real-World Applications: Witness the incredible potential of NLP across diverse fields like sentiment analysis, machine translation, chatbots, and more (explored in detail in parts 1 & 2).This course is packed with:Clear and engaging video lectures: Learn at your own pace with bite-sized lessons packed with valuable insights.Interactive exercises: Solidify your understanding with practical exercises that put your newfound skills to the test.Real-world case studies: See NLP in action through captivating examples that showcase its practical applications.Don't just communicate, dominate language! Enroll today and unlock the power of NLP!
Overview
Section 1: Introduction
Lecture 1 Introduction to NLP
Lecture 2 NLP Before Deep Learning
Lecture 3 NLP During Deep Learning Era (till 2013)
Lecture 4 NLP During Deep Learning Era (Present)
Lecture 5 NLP Applications pt1
Lecture 6 NLP Applications pt2
Lecture 7 Text Preprocessing
Lecture 8 Tokenization Definition
Lecture 9 Word-based Tokenization
Lecture 10 Charachter-based Tokenization
Lecture 11 Subword-based Tokenization
Lecture 12 Stop words Removal
Lecture 13 Stemming
Lecture 14 Lemmatization
Lecture 15 Part of Speech Definition
Lecture 16 POS Tagging Importance, Techniques and Challenges
Lecture 17 Bag of Words
Lecture 18 BOG Benefits and Limitations
Lecture 19 TF-IDF Definition
Lecture 20 TF-IDF Advantages and Limitations
Lecture 21 How TF-IDF Works
Developers and Programmers: Expand your skillset and explore how NLP can be integrated into your applications.,Data Scientists and Analysts: Learn powerful techniques to extract insights and meaning from vast amounts of text data.,Marketers and Business Professionals: Gain a competitive edge by understanding customer sentiment, analyzing online trends, and creating targeted communication strategies.,Content Creators and Writers: Optimize your content for search engines, personalize audience engagement, and explore innovative storytelling techniques.,Language Enthusiasts: Deepen your understanding of how language works, its complexities, and its potential for manipulation by machines.
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