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Prompt Engineering: A Practical Example – Real Python
Prompt Engineering: A Practical Example – Real Python
Learn prompt engineering techniques with a practical, real-world project to get better results from large language models. This tutorial covers zero-shot and few-shot prompting, delimiters, numbered steps, role prompts, chain-of-thought prompting, and more. Improve your LLM-assisted projects today.
·realpython.com·
Prompt Engineering: A Practical Example – Real Python
Fine-Tuning Llama-2: A Comprehensive Case Study for Tailoring Models to Unique Applications
Fine-Tuning Llama-2: A Comprehensive Case Study for Tailoring Models to Unique Applications
In this blog, we provide a thorough analysis and a practical guide for fine-tuning. We examine the Llama-2 models under three real-world use cases, and show that fine-tuning yields significant accuracy improvements across the board (in some niche cases, better than GPT-4).
·anyscale.com·
Fine-Tuning Llama-2: A Comprehensive Case Study for Tailoring Models to Unique Applications
Meet MetaGPT: The Open-Source AI Framework That Transforms GPTs into Engineers, Architects, and Managers
Meet MetaGPT: The Open-Source AI Framework That Transforms GPTs into Engineers, Architects, and Managers
Large Language Models (LLMs) based multi-agent systems have exceptional opportunities for mimicking and improving human operations. However, as demonstrated by recent studies, current systems sometimes need to be more accurate in the complexity present in real-world applications. These systems primarily need help encouraging constructive collaboration through verbal and tool-based exchanges, which creates difficulties in generating coherent exchanges, reducing counterproductive feedback loops, and facilitating fruitful collaborative interactions. Well-structured Standardized Operating Procedures (SOPs) are necessary for multifaceted processes to be effective. It is crucial to have a thorough awareness of and integration of real-world practices.  It is important to address these common
·marktechpost.com·
Meet MetaGPT: The Open-Source AI Framework That Transforms GPTs into Engineers, Architects, and Managers