PinnedArun ShankarinGoogle Cloud - CommunityArchitectural Patterns for Text-to-SQL: Leveraging LLMs for Enhanced BigQuery InteractionsTLDR: This article deep dives into the Text-to-SQL domain, demonstrating the growing reliance on Large Language Models (LLMs) for this…36 min read·Nov 12, 2023--8--8
PinnedArun ShankarinITNEXTRemembering Conversations: Building Chatbots with Short and Long-Term Memory on AWSTLDR: This article is a comprehensive guide on building a fully functional domain-specific chatbot that incorporates both short and…27 min read·Jun 26, 2023--4--4
PinnedArun ShankarinITNEXTBuilding a Multi-Turn Chatbot with GPT and SageMaker: A Step-by-Step GuideThis article presents a comprehensive guide to creating a generative open-domain chatbot leveraging a large language model (LLM) like…19 min read·Feb 26, 2023--3--3
PinnedArun ShankarinITNEXTChatGPT Decoded: An expert guide to mastering the technology and building domain-specific…In this comprehensive guide, we will decode the steps taken by OpenAI to create ChatGPT. Our goal is to replicate these steps for a…24 min read·Feb 13, 2023--6--6
PinnedArun ShankarEasily Build Your Own GPT from Scratch using AWSA Comprehensive Guide for Domain Adaptation25 min read·Jan 29, 2023--4--4
Arun ShankarinGoogle Cloud - CommunityImplementing Semantic Caching: A Step-by-Step Guide to Faster, Cost-Effective GenAI WorkflowsTLDR: This article is a focused, in-depth exploration of semantic caching, its intricate implementation process, its relationship to LLMs…28 min read·Jun 13, 2024--2--2
Arun ShankarinGoogle Cloud - CommunityArchitectural Blueprints for RAG Automation: Advanced Document Understanding using Vertex AI SearchThis post deep dives into using Vertex AI Search to streamline the creation and evaluation of retrieval-augmented generation (RAG)…36 min read·May 20, 2024--1--1
Arun ShankarinGoogle Cloud - CommunityIntelligent Document Discovery with Vertex AI SearchIn this post, we will explore the capabilities of Vertex AI Search, specifically, website search — a standout feature within Google…12 min read·Mar 7, 2024----
Arun ShankarAugmenting Large Language Models with Verified Information Sources: Leveraging AWS SageMaker and…TLDR: This article offers a detailed guide on how to enhance the accuracy of large language models (LLMs) by incorporating custom domain…17 min read·Apr 9, 2023--8--8
Arun ShankarTraining BERT from Scratch on Your Custom Domain Data: A Step-by-Step Guide with Amazon…TLDR: This article provides a comprehensive guide on how to train a language model like BERT for a specific domain using SageMaker on AWS…25 min read·Jan 18, 2023--2--2