Swaroop PidugurallaRetrieval Augmented Generation (RAG): A Deep Dive into the Next Frontier of AI Information…Retrieval Augmented Generation (RAG) is revolutionizing the landscape of artificial intelligence (AI) by offering a more robust, accurate…Jul 4Jul 4
Swaroop PidugurallaExploring LoRA and QLoRA: Enhancements in Fine-Tuning Large Language ModelsAs the capabilities of large language models (LLMs) continue to expand, so do the techniques used to fine-tune these models for specific…Jun 27Jun 27
Swaroop PidugurallaUnderstanding the Key Differences: Prompting, Fine-Tuning, and Retrieval-Augmented Generation (RAG)As the field of Natural Language Processing (NLP) continues to evolve, different methods for leveraging Large Language Models (LLMs) have…Jun 26Jun 26
Swaroop PidugurallaUnderstanding Linear Regression: A Fundamental Tool in Predictive ModelingLinear regression is one of the most fundamental and widely used techniques in statistics and machine learning. It provides a simple yet…Apr 1Apr 1
Swaroop PidugurallaMastering Descent: A Simple Guide to Gradient DescentIntroduction:Dec 2, 2023Dec 2, 2023
Swaroop PidugurallaUnderstanding Multicollinearity in Regression AnalysisRegression analysis is a powerful statistical tool used to model relationships between variables and make predictions. It is widely…Aug 22, 2023Aug 22, 2023
Swaroop PidugurallaTF-IDF: Understanding the Power of Text RepresentationIn today’s digital age, vast amounts of information are generated and shared every second. With such an overwhelming volume of text data…Jul 30, 2023Jul 30, 2023
Swaroop PidugurallaUnderstanding the Difference Between Stemming and LemmatizationIn natural language processing (NLP) and text analysis, stemming and lemmatization are two essential techniques used to transform words…Jul 29, 2023Jul 29, 2023
Swaroop PidugurallaUnderstanding Vanishing Gradient Descent: A Challenge in Deep LearningIntroductionJul 27, 2023Jul 27, 2023
