Fine-Tuning Large Language Models with Declarative ML Orchestration

Learn how to fine-tune Large Language Models (LLMs) with limited computing resources in this 33-minute conference talk presented by Shivay Lamba from Couchbase at All Things Open AI 2025. Discover how open-source ML orchestration tools like Flyte (a Linux Foundation platform) can provide declarative infrastructure specifications for ML workloads, including LLM fine-tuning. Understand practical approaches to streamline ML workflows, overcome infrastructure constraints, reduce costs, and adapt LLMs to specific use cases, making advanced AI technology more accessible to a broader audience. The presentation includes slides that are available on SlideShare for reference.