Farzad Sunavalafarzzy.hashnode.dev·Dec 10, 2024Building and Evaluating a Retrieval Augmented Generation (RAG) Pipeline with LlamaIndex, Azure AI Search, Azure OpenAI, Literal AI, and RAGAS💡 DISCLAIMER: This post is intended for educational purposes only. Actual results may vary depending on your dataset, environment, and configurations. Retrieval Augmented Generation (RAG) solutions combine Large Language Models (LLMs) with externa...2 likes·90 readsliteral ai
Simple Manpeopleplusai.hashnode.dev·Nov 27, 2024How I created a basic RAG pipelineOne of the first projects I was given when I joined my current org peopleplus.ai was with Haqdarshak. If you haven’t heard, they provide schemes and benefits to the marginalised community in India. They wanted to solve one of the key problems facing ...10 likes·34 readsRAG
Abou Zuhayrblog.zuhayr.dev·Sep 21, 2024Query Your PostgreSQL Database with LangChain and Llama 3.1 : Exploring LLMs - 2You can find the link to this tutorial here In our previous blog post, we discussed how to generate and execute queries on a database by inputting text in natural language. In our today’s blog post, we’ll try to take the output of the query and pass ...90 readsExploring LLMsllm
Hans Moritz Hafenlearnprompting.hashnode.dev·Sep 19, 2024Effortless LLM App Deployment on AWS: A Step-by-Step Guideimport random class PromptGenerator: def __init__(self): self.topics = [ "technology", "health", "environment", "education", "entertainment", "travel", "science", "history", "art", "politics" ] sel...Devops
Bhavishya PanditforfreeCodeCampfreecodecamp.org·Aug 30, 2024How to Build a RAG Pipeline with LlamaIndexLarge Language Models are everywhere these days – think ChatGPT – but they have their fair share of challenges. One of the biggest challenges faced by LLMs is hallucination. This occurs when the model generates text that is factually incorrect or mis...RAG
Farzad Sunavalafarzzy.hashnode.dev·Aug 29, 2024Building a Retrieval-Augmented Generation (RAG) Pipeline with NVIDIA NIM, Azure AI Search, and LlamaIndexWant to win over $9000 in cash prizes? Maybe even a NVIDIA® GeForce RTX™ 4080 SUPER GPU? This blog is for you! NVIDIA and LlamaIndex have partnered together to launch an exciting LlamaIndex Developer Contest. While I won't be participating, I will h...2 likes·1.2K readsAzure Ai Search
Ritobroto Sethrito.hashnode.dev·Aug 27, 2024FeaturedBuilding a RAG Pipeline on Excel: Harnessing Qdrant and Open-Source LLMs for Stock Trading DataIntroduction In today's data-driven world, Excel remains a cornerstone for businesses, containing invaluable insights within its spreadsheets. However, extracting meaningful information from these vast datasets can be time-consuming and requires spec...30 likes·290 readsllm
Kunal Moharekunalmohare.hashnode.dev·Aug 23, 2024What the hell is CustomGPT!!?Imagine asking a super-smart assistant about your favorite movie, and instead of searching through dusty old files, it instantly pulls out exactly what you need—like magic! That’s Retrieval Augmented Generation (RAG) in action. RAG is like giving AI ...73 readsPython
Farzad Sunavalafarzzy.hashnode.dev·Aug 22, 2024FeaturedBuilding a Legal AI Agent using Azure AI Search, Azure OpenAI, LlamaIndex, and CrewAIIntroduction In the rapidly evolving legal industry, the use of AI tools has opened new avenues for improving efficiency and accuracy in handling complex legal tasks. In this blog post, we will explore how to build a sophisticated Legal AI Agent that...54 likes·6.2K readsCrewAI
Farzad Sunavalafarzzy.hashnode.dev·Aug 9, 2024Exploring LlamaIndex Workflows: A Step-by-Step Guide to Building a RAG System with Azure AI Search and Azure OpenAILlamaIndex has introduced a new way to orchestrate complex AI applications through workflows, an event-driven framework that simplifies the creation of tasks like retrieval-augmented generation (RAG) systems. This blog will walk you through the basic...6 likes·864 readsAzure Ai Search