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Top 10 AI Tools in 2024

Top 10 AI Tools in 2024 Artificial intelligence (AI) is a transformative technology set to reshape the world by addressing society’s most challenging problems. Beyond these significant changes, AI also enhances our daily lives, particularly in the workplace. From crafting perfect marketing campaigns to optimizing departmental processes, a variety of AI tools can elevate your […]

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Beyond LLMs and Trillion-Parameter Models

Beyond LLMs and Trillion-Parameter Models These days, AI seems synonymous with GenAI (generative AI), LLMs (large language models), and ultra-large models. This focus has overshadowed other areas like computer vision and voice AI. The success of trillion-parameter models is partly due to their over-parameterization, where various parameter combinations can yield satisfactory results. Essentially, with enough […]

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Highlighting the Importance of Red Teaming for Generative AI Governance

Highlighting the Importance of Red Teaming for Generative AI Governance As generative artificial intelligence (AI) systems become more widespread, their societal impact grows significantly. These advanced language models have impressive capabilities, but their inherent complexities raise concerns about unintended consequences and potential misuse. Therefore, robust governance mechanisms are essential to ensure responsible development and deployment […]

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What is Generative AI?

What is Generative AI? Generative artificial intelligence (AI) refers to algorithms, such as ChatGPT, designed to generate various types of content, including audio, code, images, text, simulations, and videos. Recent advancements in this field have the potential to revolutionize content creation methods. Since its introduction in November 2022, Generative AI (Gen AI) has made significant […]

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Emergent Phenomena in Artificial Intelligence

Emergent Phenomena in Artificial Intelligence Understanding Emergent Phenomena in AI Emergent phenomena denote behaviors or patterns that arise spontaneously within an AI system without direct programming but as a result of its intricate complexity and interactions. Consider a colony of ants: no single ant comprehends the colony’s intricate behavior. Yet, collectively, they exhibit sophisticated activities […]

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Understanding Shadow AI and How IT Can Address It

Understanding Shadow AI and How IT Can Address It The unsanctioned use of generative AI within organizations is on the rise. Here’s how IT departments can support their workforce while ensuring business security. You might already know about Shadow IT—systems or solutions created outside the official IT domain—but the concept of Shadow AI might be […]

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What is an AI Virtual Agent? Benefits, Use Cases, and How to Get Started

What is an AI Virtual Agent? Benefits, Use Cases, and How to Get Started An AI virtual agent is a software program designed to interact with humans similarly to live agents. These virtual agents, also known as virtual or voice assistants, can handle various customer intents across phone, chat, and text channels in a unified […]

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Understanding KL Divergence: A Comprehensive Guide

Understanding KL Divergence: A Comprehensive Guide Kullback-Leibler (KL) divergence, also known as relative entropy, is a fundamental concept in information theory. It quantifies the difference between two probability distributions, making it a popular yet occasionally misunderstood metric. This guide explores the math, intuition, and practical applications of KL divergence, particularly its use in drift monitoring. […]

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What is RLHF?

What is RLHF? Reinforcement Learning from Human Feedback (RLHF) is a machine learning technique that leverages human input to improve the efficiency of machine learning models. It involves training software to make decisions that maximize rewards, thus enhancing the accuracy of outcomes. By incorporating human feedback into the reward function, RLHF aligns the performance of […]

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AutoGen with Custom Models: Empowering Personalized Inference

AutoGen with Custom Models: Empowering Personalized Inference AutoGen now supports custom models, enabling users to define and integrate their own models for a more flexible and personalized inference mechanism. By following a specific protocol, you can incorporate your custom model with AutoGen and respond to prompts using any model, API call, or hardcoded response. NOTE: […]

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