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Core Concepts — The Complete AI Engineer Roadmap
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Phase 2 – AI & Machine Learning & Deep Learning & Data Science fundamentalsNatural Language Processing (NLP)

Core Concepts

2.3 · Natural Language Processing (NLP)

What You'll Learn

0 / 5 Completed
Linguistic Levels: Morphology, Syntax (POS, parsing), Semantics, Pragmatics, Discourse
Representation: Tokens, subwords (BPE/WordPiece/SentencePiece), characters
Classical Methods: Bag-of-words, n-grams, TF-IDF
Embeddings: word2vec, GloVe, fastText, contextual embeddings (ELMo, BERT-style)
Text Cleaning: lowercasing, normalization, stopword removal, stemming/lemmatization, de-duplication
Resources & Documentation0 Resources

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