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LLM RAG

Pinecone, Chroma, FAISS: Which is the best Vector Database for building LLM applications?

In this blog post, we will explore the top 10 vector databases used for building LLM applications. Here’s a primer on how to build your own LLM applications. Now, let’s jump directly into it. Which is the best Vector Database? Comparing the top 10 candidates. 1. Pinecone Pinecone is a state-of-the-art vector database that is […]

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LLM RAG

What is a Vector Database? How to use it for creating RAG LLM applications?

Vector databases have recently gained popularity since the launch of ChatGPT. Previously, they were used in applications for similarity search, recommendation systems and image recognition. However, they now have become a critical tool for building LLM and RAG applications. There are several different types of vector databases and search libraries such as Pinecone, Faiss, Chroma […]

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LLM

How to build your own LLM applications with RAG, Prompt templates, Vector databases?

LLMs are large language models which have the ability to take natural language inputs and provide a response. This includes generating code, writing an essay, answering questions and much more. Recently, there have been several advanced models launched such as GPT-40, Claude 3 Opus, Claude 3.5 Sonnet, GPT-4, Gemini Pro.  If you are building an […]

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LLM

How to create AI chatbots using LLMs and Generative AI

In our previous article, we talked about the foundational aspects for building LLM applications, such as models, knowledge base, embeddings, model refinement, vector databases. Now lets deep dive into how to build Conversational AI or AI Chatbots using Generative AI. What is an AI chatbot? Conversational AI chatbots are applications which can have human-like conversations […]

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GPT-40 LLM

Gemini Pro vs GPT-4: An in-depth comparison of LLM models

If you’re following the war of generative AI and LLM models, your head must be buzzing with all the new launches, variations, capabilities, and new terminologies. Earlier this year Meta launched Llama-2, which is already stale news. Just in the past few weeks, OpenAI and Google launched  their highly anticipated multimodal LLMs, marking a significant […]