Tag Archives: NLP

Large Language Models (LLM): A Comprehensive Overview

IntroductionLarge Language Models (LLMs) have revolutionized the field of Natural Language Processing (NLP), demonstrating an unprecedented ability to understand and generate human-like text. These models are trained on vast amounts of data, learning statistical relationships from text documents during a computationally intensive self-supervised and semi-supervised training process. What is a Large Language Model (LLM)?An LLM […]

Retrieval-Augmented Generation (RAG): A Deep Dive

IntroductionRetrieval-Augmented Generation, commonly known as RAG, has been making waves in the realm of Natural Language Processing (NLP). At its core, RAG is a hybrid framework that integrates retrieval models and generative models to produce text that is not only contextually accurate but also information-rich. What is RAG?Retrieval-Augmented Generation (RAG) is the process of optimizing […]