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Basic Text Representation in NLP | One-Hot Encoding & TF-IDF Explained with Python Code #nlp #ai
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Understanding text representation is crucial in Natural Language Processing (NLP). In this video, I explain why text representation is needed, covering basic techniques like One-Hot Encoding and diving deep into TF-IDF. You'll also learn how to implement both methods in Python with step-by-step coding examples. Whether you're a beginner or looking to strengthen your NLP foundation, this video is for you!
🔹 What is text representation & why is it important?
🔹 One-Hot Encoding explained
🔹 TF-IDF in detail: Concept, math & implementation
🔹 Hands-on coding in Python
⭐Timestamps⭐
0:00 - Intro
2:06 - One-Hot encoding
5:45 - One-Hot encoding Code
10:53 - TF-IDF
17:02 - TF-IDF Code
22:46 - Conclusion
🚀 Don't forget to like, share, and subscribe for more AI & NLP content!
🔹 What is text representation & why is it important?
🔹 One-Hot Encoding explained
🔹 TF-IDF in detail: Concept, math & implementation
🔹 Hands-on coding in Python
⭐Timestamps⭐
0:00 - Intro
2:06 - One-Hot encoding
5:45 - One-Hot encoding Code
10:53 - TF-IDF
17:02 - TF-IDF Code
22:46 - Conclusion
🚀 Don't forget to like, share, and subscribe for more AI & NLP content!
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