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Category: NLP

Posted onApril 24, 2026April 24, 2026ML, DL, NLP

Understanding Self-Attention & Scaled Dot-Product Attention in Transformers

Ever wondered what the T in GPT stands for?Yes — Transformer (Generative Pre-trained Transformer). Let’s start with Why Transformers? Before Transformers, we had Recurrent Neural…

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Posted onApril 23, 2026April 24, 2026ML, DL, NLP

From Seq2Seq to Attention: How a Simple Translation Problem Led Toward Transformers

Imagine it is 2016. I want to build a machine translation model that converts English into Tamil. I give it this sentence: The dog chased…

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Posted onApril 17, 2026April 17, 2026NLP

Understanding vectors and why its representation is used in Embedding

Understanding Vectors What is a vector? vectors are objects which have both length (magnitude) and direction. You can consider it as a directed line segment.…

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Posted onNovember 28, 2021January 8, 2022NLP

SpaCy Vs NKTL – Stemming & Lemmatisation

Spacy Lemmatization. What is Stemming, What is Lemmatization, Lemmatization in SpaCy with code, Stemming Vs Lemmatization in NLTK.

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Posted onApril 17, 2021January 9, 2022NLP

SpaCy Vs NLTK – Basic NLP Operations code and result comparison

NLTK is suitable for Teching and research. SpaCy is for production usage. Both provides a wide range of NLP features.

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