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RAG and Streamlit Chatbot: Chat with Documents Using LLM

Analytics Vidhya

Introduction This article aims to create an AI-powered RAG and Streamlit chatbot that can answer users questions based on custom documents. Users can upload documents, and the chatbot can answer questions by referring to those documents.

Chatbots 245
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Decoding Opportunities and Challenges for LLM Agents in Generative AI

Unite.AI

We are seeing a progression of Generative AI applications powered by large language models (LLM) from prompts to retrieval augmented generation (RAG) to agents. In my previous article , we saw a ladder of intelligence of patterns for building LLM powered applications. Let's look in detail. Sounds exciting!?

LLM 277
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Apple Enters the Generative AI Race with ‘AppleGPT’ Chatbot

Analytics Vidhya

Tech giant Apple is forging ahead with its highly anticipated AI-powered chatbot, tentatively named “AppleGPT.” ” This revolutionary project, which utilizes the “Ajax” large language model (LLM) framework powered by Google JAX, has remained a closely guarded secret within the company.

Chatbots 177
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Structured LLM Output Storage and Parsing in Python

Analytics Vidhya

Introduction Generative AI is currently being used widely all over the world. The ability of the Large Language Models to understand the text provided and generate a text based on that has led to numerous applications from Chatbots to Text analyzers.

LLM 258
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From GPT-4 to Llama 3 LMSYS Chatbot Arena Ranks Top LLMs

Analytics Vidhya

Introduction Every week, new and more advanced Large Language Models (LLMs) are released, each claiming to be better than the last. The answer is the LMSYS Chatbot Arena. But how can we keep up with all these new developments?

Chatbots 292
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How to Build LLM Apps Using Vector Database?

Analytics Vidhya

Introduction In the field of artificial intelligence, Large Language Models (LLMs) and Generative AI models such as OpenAI’s GPT-4, Anthropic’s Claude 2, Meta’s Llama, Falcon, Google’s Palm, etc., LLMs use deep learning techniques to perform natural language processing tasks.

LLM 308
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Building an LLM Model using Google Gemini API

Analytics Vidhya

Introduction Since the release of ChatGPT and the GPT models from OpenAI and their partnership with Microsoft, everyone has given up on Google, which brought the Transformer Model to the AI space.

LLM 358