Understanding LLMOps: Large Language Model Operations

<p>Itfeels like the release of OpenAI&rsquo;s&nbsp;<a href="https://openai.com/blog/chatgpt" rel="noopener ugc nofollow" target="_blank">ChatGPT</a>&nbsp;has opened Pandora&rsquo;s box of large language models (LLMs) in production. Not only does your neighbor now bother you with small talk about Artificial Intelligence (AI), but the Machine Learning (ML) community is talking about yet another new term: &ldquo;LLMOps&rdquo;.</p> <blockquote> <p>LLMs are changing the way we build and maintain AI-powered products.</p> </blockquote> <p>LLMs are changing the way we build and maintain AI-powered products. This will lead to new sets of tools and best practices for the lifecycle of LLM-powered applications.</p> <p>This article will first explain the newly emerged term &ldquo;LLMOps&rdquo; and its background. Then, we will discuss how building AI products is different with LLMs than with classical ML models. Based on these differences, we will discuss the differences between MLOps and LLMOps. And finally, we will discuss what developments we can expect in the LLMOps space in the near future.</p> <ul> <li><a href="https://medium.com/@iamleonie/understanding-llmops-large-language-model-operations-4253820922#018d" rel="noopener ugc nofollow">What is LLMOps?</a></li> <li><a href="https://medium.com/@iamleonie/understanding-llmops-large-language-model-operations-4253820922#bdef" rel="noopener ugc nofollow">Why the Rise of LLMOps?</a></li> <li><a href="https://medium.com/@iamleonie/understanding-llmops-large-language-model-operations-4253820922#db04" rel="noopener ugc nofollow">What Are the Steps Involved in LLMOps?</a></li> <li><a href="https://medium.com/@iamleonie/understanding-llmops-large-language-model-operations-4253820922#0d13" rel="noopener ugc nofollow">How Is LLMOps Different Than MLOps?</a></li> <li><a href="https://medium.com/@iamleonie/understanding-llmops-large-language-model-operations-4253820922#637d" rel="noopener ugc nofollow">The Future of LLMOps</a></li> <li><a href="https://medium.com/@iamleonie/understanding-llmops-large-language-model-operations-4253820922#2804" rel="noopener ugc nofollow">Summary</a></li> </ul> <h1>What is LLMOps?</h1> <p>The term LLMOps stands for Large Language Model Operations. Its short definition is that LLMOps is MLOps for LLMs. That means that LLMOps is a set of tools and best practices to manage the lifecycle of LLM-powered applications, including development, deployment, and maintenance.</p> <p><a href="https://medium.com/@iamleonie/understanding-llmops-large-language-model-operations-4253820922">Click Here</a></p>