December 9, 2024 No Comments

Retrieval Interleaved Generation: Transforming AI with Real-Time Insights

Large Language Models (LLMs) have revolutionized how we interact with artificial intelligence, offering impressive capabilities in understanding and generating human-like text. However, despite their strengths, a critical limitation remains: LLMs often generate factually incorrect information, especially when it comes to numerical or statistical data. This phenomenon, known as “hallucination”, occurs when the model confidently presents […]

October 17, 2024 No Comments

How to use Function calling with OpenAI Realtime API

Introduction Realtime communication has changed the way businesses connect with customers, handle information, and offer services. OpenAI Realtime APIs make it easy to enable these fast interactions between apps and users. In this article, we will look at the main benefits of OpenAI Realtime APIs, examples of how they are used, and how they can […]

October 14, 2024 No Comments

Simplifying OpenAI Function Calling with Structured Output: A 2024 Guide

Introduction OpenAI’s function calling feature, introduced earlier, empowers developers to create interactive applications by enabling language models to call functions. This feature allows models to return structured data that can trigger APIs, extract data, or perform tasks. Recently, OpenAI has enhanced this capability with Structured Outputs, simplifying the way developers interact with models. Now, instead […]

October 9, 2024 No Comments

Introducing Structured Outputs with OpenAI

Introduction In application development, ensuring that data exchanged between systems is properly structured is critical—especially when using formats like JSON, which is widely adopted for data communication. However, getting models to produce valid JSON outputs consistently can be a challenging task. Developers often need to invest significant time in crafting complex prompts to ensure the […]

October 7, 2024 No Comments

Deploying HuggingFace Models with AWS SageMaker

Introduction Machine learning is no longer just a buzzword—it’s becoming a key part of how businesses solve problems and make smarter decisions. However, building, training, and deploying machine learning models can still be daunting, especially when trying to balance performance with cost and scalability. That’s where AWS SageMaker comes in. AWS SageMaker is designed to […]

September 10, 2024 No Comments

Building a RAG Bot for Slack Using LangChain and OpenAI

Introduction​ In today’s busy work environments, getting information quickly is very important. With so many documents, finding what you need can be hard. A PDF Q&A bot can help, especially when used with Slack, a popular tool for team communication. This bot lets you ask questions about PDF documents and get instant answers, making it […]

June 15, 2024 No Comments

Guided Image Generation Using ControlNet And Stable Diffusion

Introduction In the rapidly evolving landscape of artificial intelligence and machine learning, the capabilities of generative models have taken a significant leap forward. StableDiffusion, a pioneering neural network model, has already made waves with its ability to generate high-quality, realistic images from textual descriptions. But what if we could add another layer of control to […]

June 6, 2024 No Comments

Comparing Q&A Performance of Phi-3, ChatGPT, Gemini, and Claude on Text, Tables, and Graphs

Introduction In today’s digital age, extracting meaningful insights from PDFs is a common task. Whether it’s for academic research, business analysis, or everyday information retrieval, we often rely on advanced models to perform these tasks efficiently. This blog aims to compare four popular models—Phi-3, GPT-3.5, Gemini1.5, and Claude2.1—in handling various types of data within PDFs, […]

June 5, 2024 No Comments

PaliGemma: A Lightweight Open-Source VLM for Image Analysis and Understanding

PaliGemma stands out as a lightweight vision-language model (VLM) that’s freely available. It goes beyond generating simple captions for your images, offering deeper understanding through insightful analysis. Inspired by the PaLI-3 VLM, PaliGemma is built on open-source components like the SigLIP vision model (SigLIP-So400m/14) and the Gemma 2B language model. PaliGemma’s architecture combines a powerful […]

May 29, 2024 No Comments

Evaluating GPT-4o And Gemini 1.5-Pro: Which AI Reigns Supreme?

OpenAI recently unveiled its flagship GPT-4o model at the Update event, offering it for free to everyone. This model is multimodal, capable of accepting both text and image inputs and producing text outputs, enhancing its versatility and application. The announcement marked a significant milestone in the accessibility of advanced AI technology. In a rapid follow-up, […]