Prasan N HWord2Vec and GloVe: Revolutionizing Word EmbeddingsThe quest for effective word representations has led to the development of powerful algorithms such as Word2Vec and GloVe (Global Vectors…Jun 16Jun 16
Prasan N HWord Embeddings: Bridging Semantics and Distributional SimilarityIn the domain of Natural Language Processing (NLP), the concept of word embeddings has revolutionized the representation of textual data…Jun 14Jun 14
Prasan N HSignificance of TF-IDF in Text RepresentationTerm Frequency-Inverse Document Frequency (TF-IDF) approach stands as a cornerstone for capturing the importance of words within…Jun 10Jun 10
Prasan N HBag-of-Words Model: An In-Depth ExplorationThe Bag-of-Words (BoW) model stands as a foundational technique for text representation and feature extraction. By transforming textual…Jun 7Jun 7
Prasan N HText Representation: One-Hot EncodingIn Natural Language Processing (NLP), text representation serves as a cornerstone for various machine learning tasks, from sentiment…Jun 4Jun 4
Prasan N HText Representation: Discrete vs. Distributed ApproachesIn natural language processing (NLP) and machine learning, text representation stands as a fundamental process in bridging the gap between…May 31May 31
Prasan N HText Preprocessing in Natural Language Processing PipelinesTextual data, often unstructured, is a cornerstone of Natural Language Processing (NLP) tasks, ranging from sentiment analysis to machine…May 24May 24
Prasan N HInter-Annotator Agreement in Natural Language ProcessingIn NLP, one of the fundamental tasks is annotation. Annotation involves tagging or labeling words or phrases within a text corpus according…May 20May 20
Prasan N HText Corpora Annotation and Demystifying Grammar Terms in Natural Language Processing (NLP)In Natural Language Processing (NLP), text corpora serve as the bedrock upon which groundbreaking linguistic research and computational…May 16May 16
Prasan N HBasics of Natural Language Processing (NLP) — IntroductionIn today’s digital age, the interaction between humans and machines has reached unprecedented levels of sophistication. Natural Language…May 13May 13
