Software Engineering Meets AI: Optimizing Workloads With Palimpzest
Researchers created Palimpzest, a system that automates complex decisions for AI-powered analytics tasks, optimizing speed, cost & data quality with up to 90x speedups & 9x cost reductions.
This is a Plain English Papers summary of a research paper called A Declarative System for Optimizing AI Workloads. If you like these kinds of analysis, you should subscribe to the AImodels.fyi newsletter or follow me on Twitter. Overview Modern AI models can now process analytical queries about various types of data, such as company documents, scientific papers, and multimedia content, with high accuracy. However, implementing these AI-powered analytics tasks requires a programmer to make numerous complex decisions, such as choosing the right model, inference method, hardware, and p...