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Transform your enterprise’s products and services with AI - Learn how to leverage AI to drive growth and innovation with our research articles.

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Building a Multi-Agent Framework with o1: A Complete Technical Guide to Developing a Financial Agent Use Case (Code Included)

Dive deep into the concept of Multi-Agent Systems (MAS) and explore how to build one using O1 and GPT-4o to tackle complex tasks that once required human labor.This hands-on guide explains the architecture and showcases an advanced Financial Analyst agent we built by leveraging the MAS framework.

Shivam Mitter
October 18, 2024
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Exploring Speech to Speech Translation with SeamlessM4T v2

Speech-to-Speech (S2S) Translation is a rapidly evolving technology designed to convert speech from one language to another while maintaining the natural flow and intent of the original message. This process goes beyond mere translation; it involves retaining the speaker's tone, prosody, and sometimes even their vocal characteristics.

Aditya Narayan Patro
October 15, 2024
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The Developer’s Guide to UI Testing Automation with Llama 3.2, Multimodal LLMs, and Gemini API

A hands-on guide to using multimodal AI for UI testing, complete with code examples. We look at how Llama 3.2-Vision and the Gemini API, along with an open-source multimodal large language model (MLLM), can generate accurate test cases from UI images and videos, making it easier for developers to streamline their testing processes.

Shivam Mitter
September 27, 2024
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Complete guide on "How to evaluate LangChain & other LLM Agents in Production with LangSmith?" - Code Included

AI Agent evaluation is one of the most important step while launching your AI agents into production to make sure that your agents are taking the desired steps without an error. In this blog, we will discuss top 3 ways to evaluate your LLM agent using LangSmith. We will also compare various LLM models to evaluate their function calling capabilities with our AI agent.

Shivam Danawale
July 29, 2024
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AI-Driven Character Bot Development for Interactive Storytelling

The project aims to create a specialized version of the RickGPT language model that embodies the unique tone and humor of the "Rick & Morty" show. The process involves fine-tuning a pre-existing base language model, RickGPT, which has been initially trained on a vast and diverse collection of information from the internet, books, and wikis. This extensive training provides RickGPT with a broad understanding and knowledge base.

Shinjan Patra
July 16, 2024
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Business Applications of Video Chat with LLMs

Have you ever wondered what it would be like to chat with language models as naturally as you video chat with friends? Imagine sharing every random thought or question just as it pops into your mind, face-to-face with an AI that can respond with expressions, gestures, and the nuances of human conversation. With the integration of video chat capabilities from innovations like SadTalker, GeneFace, and DAGAN into systems like ChatGPT, this scenario is fast becoming a reality. This blog takes a closer look at how these technologies are transforming digital communication, making interactions with AI not just functional but genuinely engaging and remarkably human-like.

Garima Saroj
May 24, 2024
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How to Create an AI Agent to Manage Your Email Inbox and Reply to Your Cold Email: Code Included (Part-2)

This is part 2 of creating an AI agent to manage and reply to your cold emails blog where we saw how to create an AI agent using Langchain which can classify and reply to your cold emails in your tone and style. In this blog, we will see how to make it more autonomous by triggering it when someone replies to your email using smartlead webhooks and also we will create a user interface to track the agent's live activity and all the previously generated email responses.

Shivam Danawale
May 27, 2024
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Iteratively Improving Product Images using GPT-V and Stable Diffusion

Have you ever wanted a tool that not only creates images but also adjusts them until they're just right? With Stable Diffusion 3 and GPT-4 Vision, this is now possible! These tools work together to make sure every image perfectly matches your needs. This setup lets Stable Diffusion generate images while GPT-4 helps by giving smart feedback to improve them.

Garima Saroj
May 16, 2024
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A Comprehensive Guide About Langgraph: Code Included

In this blog, we will explore how Langgraph can help us to automate complex and large workflows using its unique decision making and easy to understand architecture. We will understand the components of Langgraph and then we will see how we can make a multi-purpose AI agent using CrewAI and Langgraph.

Shivam Danawale
May 13, 2024
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Demonstrating Virtual Clothing Try-on(VTON) using Hugging Face

With Virtual Try-On(VTON) technology, your business can help customers feel sure about their choices and enjoy shopping in a whole new way. Are you ready to see how this simple yet powerful tool can help your business connect more closely with your shoppers? Let's dive right in!

Garima Saroj
May 2, 2024
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What are Large Action Models (LAM) and How They Work?

In this article, we will discuss a new trend in the generative AI field that is large action models that can not only give instruction on how to perform any task but can take action on user's behalf. We will discuss about their architecture and then we will discuss some popular LAMs in the market like rabbit r1 and autodroid.

Shivam Danawale
May 2, 2024
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LLMs in production with guardrails

For LLMs, guardrails are crucial safety measures that guide our models to avoid unintended harm. Implementing these guardrails not only prevents errors and ensures compliance with regulations, but also boosts customer trust and your company's reputation by demonstrating a commitment to ethical AI use.

Garima Saroj
April 30, 2024
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Fine Tuning Embedding Models using Sentence Transformers: Code Included

In this article, we will learn about embedding models, how they work and different features of sentence transformers. Using sentence transformers, we will fine-tune a bert base model using triplets and snli dataset and then we will also evaluate our model performance after fine-tuning.

Shivam Danawale
April 25, 2024
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Automated Resume Analysis and Phone Screening for HR Processes

This blog discusses the use of AI in automating candidate selection. Utilizing advanced AI tools like GPT-3.5 and Bland.ai, we streamline resume screening and phone interviews, improving efficiency and candidate assessment in recruitment.

Shivam Mitter
April 19, 2024
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Extensive guide to ControlNet: Controlling AI generated Images

ControlNet emerges as a groundbreaking enhancement to the realm of text-to-image diffusion models, addressing the crucial need for precise spatial control in image generation. Traditional models, despite their proficiency in crafting visuals from text, often stumble when it comes to manipulating complex spatial details like layouts, poses, and textures. ControlNet innovatively bridges this gap by locking the original model parameters and introducing a trainable layer equipped with "zero convolutions."

Garima Saroj
April 9, 2024
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A Comprehensive Guide on Merging Language Models

Combining LLMs with techniques like SLERP, TIES, DARE, and MoE boosts capabilities without excessive computational burden. Uploading merged models to the Hugging Face Hub demonstrates the efficiency of this approach.

Shivam Mitter
April 1, 2024
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How to Create an AI Agent to Manage Your Email Inbox and Reply to Your Cold Email: Code Included (Part-1)

Explore creating a personalized AI agent that categorizes and responds to emails in your unique tone and style. Learn to customize email responses using Langchain and utilize vector embeddings with LLM for better answers.

Shivam Danawale
April 1, 2024
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Navigating ControlNet with ComfyUI for Enhanced Diffusion Models

From fine artists seeking to capture the ethereal beauty of Impressionism to game developers aiming to populate vast worlds with consistent, thematic character designs, ControlNet stands as an invaluable tool. In this article we'd gain an understanding of utilizing comfyUI in order to implement various types of ControlNets.

Garima Saroj
March 27, 2024
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Enhancing Model Performance: The Impact of Fine-tuning with LoRA & QLoRA

Unlock the full potential of AI with fine-tuning techniques like LoRA and QLoRA! This blog explores how Parameter Efficient Fine-tuning (PEFT) can enhance model performance and efficiency. Discover practical tips and best practices to optimize your AI models for specific tasks.

Pinak Faldu
March 21, 2024
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Fastest Token First: Benchmarking OpenLLMs by inference speed

Latency, especially in the context of Large Language Models LLMs), plays a crucial role in determining their practical utility, especially in real-time applications where responsiveness is paramount.

Srihari Unnikrishnan
March 14, 2024
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Generating Marketing Assets using Stable Diffusion and Generative AI

Discover the future of marketing with AI-driven asset creation and customer segmentation, revolutionizing engagement and personalization for every brand with Stable Diffusion and GPT-4. Unlock unparalleled efficiency, creativity, and precision in your marketing strategy today!

Garima Saroj
March 13, 2024
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A Comprehensive Guide to Multimodal LLMs and How they Work

This blog provides an in-depth exploration of multimodal large language models (LLMs), cutting-edge AI systems that can process and generate data across multiple modalities like text, images, and audio. You will also learn about the underlying architecture of multimodal LLMs and some popular techniques or models which are using multimodal learning.

Shivam Danawale
March 12, 2024
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A Complete Beginners guide to localllm

localllm is a set of tools and libraries that provides easy access to quantized models from HuggingFace through a command-line utility. It's pretty awesome for developers who want to dive into big language models (LLMs) but don't have a fancy GPU to work with. This whole setup gives you everything you need to get these LLMs running on just your CPU and whatever memory you've got, whether you're on Google Cloud Workstation or just your own computer. So, you don't need to worry about having a top-tier GPU to get into the game. It's all about making the power of LLMs accessible for everyone, wherever you're coding from.

Srihari Unnikrishnan
March 12, 2024
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How to build LLM agent to automate your code review workflow using crewAI?

Agents in crewAI are designed to perform specific tasks, such as code review, by leveraging large language models (LLMs). Tasks are defined operations or actions that these agents carry out, while crews are groups of agents working together to achieve a collective goal, enhancing productivity and efficiency in processes like code review workflows.

Shivam Danawale
March 6, 2024
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Harnessing Stable Diffusion: A Revolutionary Guide for Creators and Business Innovators

Stable Diffusion: the ultimate guide to building stable diffusion model using PyTorch and implement generative AI in digital art, game development, and business with AI

Garima Saroj
March 5, 2024