Dhruv PamnejainGoPenAIUnlocking 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…6d ago6d ago
Dhruv PamnejainGoPenAIFrom 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 19Jun 19
Dhruv PamnejaFrom 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 14Jun 14
Dhruv PamnejaUnlocking 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 3Jun 3
Dhruv PamnejaTaming 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 26May 26
Dhruv PamnejaFrom 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 21May 21
Dhruv PamnejaIntroduction 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 13May 13
Dhruv PamnejaIntroduction 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 12May 12
Dhruv PamnejaDemystifying Transformers: A Deep Dive into the NLP RevolutionFor many tasks based on natural language such as machine translation, language modelling and other derivative tasks (eg. text…May 11May 11
Dhruv PamnejaUniversal Language Model Fine Tuning (ULMFiT)When training deep neural networks (DNNs) or complex architectures from deep learning, a situation which usually occurs while performing…May 8May 8
