Text Processing: Tokenization, Stemming, Lemmatization
Feb 01, 2026
Master the foundational blocks of NLP: how to break down text into tokens and reduce them to their root forms using stemming and lemmatization.
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Text Representation: From Bag-of-Words to TF-IDF
Feb 03, 2026
Learn how to transform raw text into numerical vectors that machines can understand using Bag-of-Words and TF-IDF techniques.
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Word Embeddings from Scratch: CBOW and Skip-Gram
Feb 05, 2026
Learn how Word2Vec learns dense word vectors by implementing both CBOW and Skip-Gram from scratch in a single hands-on Jupyter notebook.
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Advanced Word Embeddings from Scratch: GloVe and FastText
Feb 07, 2026
Learn how advanced embeddings go beyond Word2Vec by implementing a toy GloVe model and a FastText-style subword model from scratch in a Jupyter notebook.
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