Mismatches between the perspectives and practices of the roles involved in the development and fielding of ML systems—data scientists, software engineers, and operations personnel—can affect the ability of systems to achieve their intended missions. In this SEI Podcast, Grace Lewis, a principal researcher and lead for the Tactical and AI-Enabled Systems Initiative, and Ipek Ozkaya, technical director of Engineering Intelligent Software Systems, discuss their research into characterizing, codifying, and mitigating such mismatches.

Software Engineering for Machine Learning: Characterizing and Understanding Mismatch in ML Systems

The SEI Podcast Series presents conversations in software engineering, cybersecurity, and future technologies.

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Sam Procter started out studying computer science at the University of Nebraska, but he didn’t love it. It wasn’t until he took his first software engineering course that he knew he’d found his career path. In this podcast from the Carnegie Mellon University Software Engineering Institute, Sam Procter discusses the early influences that shaped his career, the importance of embracing different types of diversity in his research and work, and the value of a work-life balance.

My Story in Computing with Sam Procter

With the increasing complexity of software systems, the use of third-party components has become a widespread practice. Cyber disruptions, such as SolarWinds and Log4j, demonstrate the harm that can occur when organizations fail to manage third-party components in their software systems. In this podcast from the Carnegie Mellon University Software Engineering Institute, Carol Woody, principal researcher, and Michael Bandor, a senior software engineer, discuss a Software Bill of Materials (SBOMs) framework to help promote the use of SBOMs and establish a more comprehensive set of practices and processes that organizations can leverage as they build their programs. They also offer guidance for government agencies who are interested in incorporating SBOMs into their work. 

Developing and Using a Software Bill of Materials Framework

 In this podcast from the Carnegie Mellon University Software Engineering Institute, Carol Ware, a senior cybersecurity engineer in the SEI’s CERT Division, discusses her career path, the value of mentorship, and the importance of diversity in cybersecurity.

The Importance of Diversity in Cybersecurity: Carol Ware

 In this podcast from the Carnegie Mellon University Software Engineering Institute (SEI), Suzanne Miller, a principal researcher in the SEI’s Software Solutions Division, discusses her career path, the value of mentorship, and the importance of diversity in software engineering.

The Importance of Diversity in Software Engineering: Suzanne Miller

 Across the globe, women account for less than 30 percent of professionals in technical fields. That number drops to 22 percent in the field of Artificial Intelligence (AI). In this podcast from the Carnegie Mellon University Software Engineering Institute (SEI), Violet Turri, a software developer in the SEI’s AI Division, discusses the evolution of her career in AI and the importance of diversity in the field. 

Software Engineering for Machine Learning: Characterizing and Understanding Mismatch in ML Systems

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