
Gate Smashers
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Notes : https://www.gatesmashers.com/resources/nlp-one-shot-notes 00:00:00 Introduction & Course Roadmap 00:02:15 Section 1: NLP Foundations & Text Features 00:02:21 Introduction to NLP 00:09:54 Tokenization & Text Preprocessing 00:17:16 Bag of Words (BoW) 00:26:07 TF-IDF 00:32:15 Sentiment Analysis Using Python 00:39:48 Section 2: Embeddings & Semantic Search 00:39:52 Word Embeddings: Static vs Dynamic 00:48:57 Word2Vec: CBOW vs Skip-Gram 00:56:18 Semantic Search, Sentence Embeddings & Cosine Similarity 01:05:03 Vector Database 01:12:32 Section 3: Language Models & Sequence Networks 01:12
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