AI is more than just models
Cathy Cobey, Cindy Marie Gordon · 2026
Artificial intelligence (AI) encompasses a broad ecosystem of components and technologies, including data collection, preprocessing pipeline, hardware, software, and network connectivity. This chapter highlights the interconnected nature of these elements, emphasizing the importance of a holistic approach to AI development. The authors discuss the role of data quality, infrastructure, and system integration in creating robust AI systems. By exploring the broader ecosystem, this chapter aims to provide a comprehensive understanding of the factors that contribute to successful AI implementation and the challenges that may arise.