@misc{837f8903b47844b89cb673859dc1430a,
title = "Decision Points and Practical Considerations for AI Projects",
abstract = "In this presentation, I will present business-relevant decisions, risks, and considerations for practical implementations of AI projects. I will use energy efficiency and renewable energy AI projects at NREL as examples and case-studies highlighting the journey from concept to implementation. First, I present challenges, questions, and trade-offs related to system inputs: the data. Next, I will examine issues with system behavior and trust, presenting examples, risks, and mitigation strategies. Finally, I will discuss challenges to effective widespread deployment of AI systems including energy, compute, and time requirements.",
keywords = "AI, AI practical considerations, artificial intelligence, decarbonization, green AI, green computing, machine learning, red AI, sustainable computing",
author = "Charles Tripp and Ambarish Nag and Sagi Zisman and Jordan Perr-Sauer and Jamil Gafur and Hilary Egan and Nicholas Wimer",
year = "2023",
language = "American English",
series = "Presented at VERGE 2023 Event, 24-26 October 2023, San Jose, California",
type = "Other",
}