Published inGoPenAIChat with PDF — RAG using OpenAI 4o and PineconeThere may be instances where we need to work with textual or PDF data, wherein the overall requirement can vary from a short summary to an…Dec 9, 2024Dec 9, 2024
Published inGoPenAIRetrieval Augmented Generation with Weaviate & Mistral AIIn our earlier article, we saw what a RAG system is and how we can use that to talk and fetch precise and relevant information from pre…Aug 17, 2024Aug 17, 2024
Published inGoPenAIUnlocking Domain Expertise with LLMs: The Power of Retrieval Augmented Generation (RAG)As now we are well versed with how LLMs work and how we can query them to solve multiple NLP tasks, in this article I would like to…Jul 17, 2024Jul 17, 2024
Published inGoPenAIFrom Text to Entities: Building a Custom NER System with BERTIn this article, I would like to demonstrate the fine tuning of an existing model with custom dataset, so as to perform the process of name…Jun 19, 2024Jun 19, 2024
From Conversations to Summaries: Fine-Tuning a Model for Dialogue DataIn this article, I would like to demonstrate the fine tuning of an existing model with custom dataset, so as to perform the process of…Jun 14, 2024Jun 14, 2024
Unlocking the Meaning Behind Words: Exploring Word2Vec for NLPNow, as we move ahead in our journey of dealing with textual data, we saw how to make a machine understand textual data it first had to be…Jun 3, 2024Jun 3, 2024
Taming the Text: A Deep Dive into Preprocessing and Encoding for IMDB Review Sentiment AnalysisIn this article, I would like to demonstrate the various text pre-processing techniques used for NLP based tasks and the process of…May 26, 2024May 26, 2024
From Text to Code, From Ideas to Images: The Magic of Generative AI APIsIn the world of generative AI today, the use case of end to end products has increased multifold and is now a significant part of industry…May 21, 2024May 21, 2024
Introduction to Large Language Models (LLMs): The Powerhouse of Generative AINow, we all must have heard about applications or products such as ChatGPT, Google Bard or Meta Llama 2, and might have even used some of…May 13, 2024May 13, 2024
Introduction to Generative AI (GenAI): Understanding Deep Learning FoundationsImagine AI that creates realistic images, writes music, or even generates different creative text formats. This isn’t science fiction…May 12, 2024May 12, 2024