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Unlock The Power Of Language Natural Language Processing
Published 3/2024 MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz Language: English | Size: 920.29 MB | Duration: 1h 25m 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 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.