Category: Artificial Intelligence
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What is Generative AI?
Generative AI refers to algorithms or models that create new content, such as text, images, audio, code, simulations, and videos, by learning patterns and structures from existing data, mimicking human-like creativity and innovation. What is Generative AI? According to IBM expert Kate Soule, generative AI refers to deep-learning models, when prompted, process raw data and “learn” to…
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What are Large Language Models (LLMs)?
Large Language Models (LLMs) are machine learning models that are capable of understanding and producing human languages. In this article, we dive into the workings of LLMs, understanding how neural networks, machine learning and transformer models enable AI to generate coherent, context-aware text and improve business processes. In recent years, the field of artificial intelligence has…
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Enhance Precision With Retrieval Augment Generation (RAG)
What is RAG? Retrieval-augmented generation (RAG) is a method in natural language processing that combines retrieval-based and generation-based models. It aims to improve the quality of generated text by integrating relevant information from external sources. RAG has shown promise in tasks like question answering, summarization, and dialogue generation by leveraging retrieved knowledge to enhance coherence,…
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Unlocking the Power of Prompting: Zero-Shot, One-Shot, and Few-Shot Prompting
Introduction In machine learning, the ability of models to understand and generate responses with minimal data has reached remarkable heights thanks to innovations like zero-shot, one-shot, and few-shot prompting. These techniques have revolutionized how we approach tasks with limited data, enabling models to generalize, adapt, and learn from minimal examples. In this article, we delve…
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Llama 3: Powering Open Innovation
We are excited to announce that Meta Llama 3 is now FREE on Weave! Figure 1: Meta AI | Figure 1: Image Source: Meta What is Llama 3? Llama 3 is a remarkable advancement in the realm of machine learning and artificial intelligence. It is the latest cutting-edge open-source language model released by Meta. As an…
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Weaving AI into Business: A Guide to Prompt Engineering, Fine-Tuning, and RAG with Weave
In the rapidly evolving landscape of artificial intelligence (AI), small to medium enterprises (SMEs) are constantly seeking efficient ways to integrate AI into their operations. Weave emerges as a revolutionary AI workflow manager that demystifies this integration, making AI accessible to a broader audience, including those without a technical background. This article delves into the…
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Unlocking the Power of Language Models: Understanding LLM Settings
Language models are the backbone of many AI applications we use every day, from virtual assistants to language translation tools. One type of language model, known as Large Language Models (LLMs), has gained significant attention due to its ability to understand and generate human-like text. However, to make the most out of these LLMs, it’s…
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The Revolutionary Approach of Tree-of-Thought Prompting in AI
What is Tree-of-Thought Prompting? Tree-of-thought (ToT) prompting is a method used in artificial intelligence (AI) to generate responses or continuations based on a given prompt. Think of it like a branching tree structure, where each branch represents a different path of thought stemming from the original prompt. This technique helps AI systems to generate diverse…
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Unleashing the Power of Chain-of-Thought Prompting
In the ever-evolving landscape of Artificial Intelligence (AI), a groundbreaking approach known as “Chain-of-Thought Prompting” has emerged, redefining the capabilities of AI models like ChatGPT. This method, akin to a relay race of thoughts, involves breaking down complex problems into simpler, sequential steps, allowing AI to tackle tasks that were once deemed challenging with remarkable…