http://sei.cmu.edu/feeds/tag/Updates on changes and additions to the SEI Blog for posts matching Artificial Intelligence Engineeringen-usMon, 21 Apr 2025 00:00:00 -0400https://www.sei.cmu.edu/blog/dataops-towards-more-reliable-machine-learning-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesDecisions based on ML models can have significant consequences, and managing the raw material—data—in ML systems is a challenge. This post explains DataOps, an area that focuses on the management and optimization of data throughout its lifecycle.Daniel DeCapriaMon, 21 Apr 2025 00:00:00 -0400https://www.sei.cmu.edu/blog/dataops-towards-more-reliable-machine-learning-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial Intelligence EngineeringMachine Learninghttps://www.sei.cmu.edu/blog/protecting-ai-from-the-outside-in-the-case-for-coordinated-vulnerability-disclosure/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesThis post highlights lessons learned from applying the coordinated vulnerability disclosure (CVD) process to reported vulnerabilities in AI and ML systems.Allen Householder, Vijay Sarvepalli, Jeff Havrilla, Matt Churilla, Lena Pons, Shing-hon Lau, Nathan VanHoudnos, Andrew Kompanek, Lauren McIlvennyMon, 24 Feb 2025 00:00:00 -0500https://www.sei.cmu.edu/blog/protecting-ai-from-the-outside-in-the-case-for-coordinated-vulnerability-disclosure/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesCERT/CC VulnerabilitiesArtificial Intelligence EngineeringSecuring AIhttps://www.sei.cmu.edu/blog/the-top-10-blog-posts-of-2024/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesThis post presents the top 10 most-visited posts of 2024, highlighting our work in software acquisition, artificial intelligence, large language models, secure coding, and more.Bill ScherlisMon, 06 Jan 2025 00:00:00 -0500https://www.sei.cmu.edu/blog/the-top-10-blog-posts-of-2024/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesSecure CodingInsider ThreatArtificial Intelligence EngineeringMachine LearningAI Engineering and Machine LearningAcquisition Transformationhttps://www.sei.cmu.edu/blog/introduction-to-mlops-bridging-machine-learning-and-operations/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesMachine learning operations (MLOps) has emerged as a critical discipline in artificial intelligence and data science. This post introduces MLOps and its applications.Daniel DeCapriaMon, 04 Nov 2024 00:00:00 -0500https://www.sei.cmu.edu/blog/introduction-to-mlops-bridging-machine-learning-and-operations/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial Intelligence EngineeringMachine LearningEdge Computinghttps://www.sei.cmu.edu/blog/generative-ai-and-software-engineering-education/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesEducators have had to adapt to rapid developments in generative AI to provide a realistic perspective to their students. In this post, experts discuss generative AI and software engineering education.Ipek Ozkaya, Douglas SchmidtMon, 09 Sep 2024 00:00:00 -0400https://www.sei.cmu.edu/blog/generative-ai-and-software-engineering-education/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial Intelligence EngineeringArtificial IntelligenceCyber Workforce DevelopmentAI-Augmented Software Engineeringhttps://www.sei.cmu.edu/blog/3-recommendations-for-machine-unlearning-evaluation-challenges/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesMachine unlearning (MU) aims to develop methods to remove data points efficiently and effectively from a model without the need for extensive retraining. This post details our work to address MU challenges and offers 3 recommendations for evaluation methods.Keltin Grimes, Collin Abidi, Cole Frank, Shannon GallagherMon, 26 Aug 2024 00:00:00 -0400https://www.sei.cmu.edu/blog/3-recommendations-for-machine-unlearning-evaluation-challenges/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial Intelligence EngineeringSecuring AIhttps://www.sei.cmu.edu/blog/the-latest-work-from-the-sei/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesThis SEI Blog post summarizes some recent publications from the SEI in the areas of supply chain risk management, technical debt, large language models, quantum computing, acquisition, and trustworthiness in AI systems.Douglas SchmidtMon, 15 Jan 2024 00:00:00 -0500https://www.sei.cmu.edu/blog/the-latest-work-from-the-sei/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesSupply Chain AssuranceArtificial Intelligence EngineeringQuantum ComputingAcquisition TransformationTechnical Debthttps://www.sei.cmu.edu/blog/improving-automated-retraining-of-machine-learning-models/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesThis post describes how to improve representative MLOps pipelines by automating exploratory data-analysis tasks.Rachel Brower-SinningMon, 02 May 2022 00:00:00 -0400https://www.sei.cmu.edu/blog/improving-automated-retraining-of-machine-learning-models/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial Intelligence EngineeringMachine LearningArtificial Intelligencehttps://www.sei.cmu.edu/blog/six-dimensions-of-trust-in-autonomous-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesThis post chronicles the adoption and growth of autonomous systems and provides six considerations for establishing trust.Paul NielsenWed, 20 Apr 2022 00:00:00 -0400https://www.sei.cmu.edu/blog/six-dimensions-of-trust-in-autonomous-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesVulnerability AnalysisSoftware AssuranceVulnerability DiscoveryDevopsArtificial Intelligence EngineeringMachine LearningCybersecurityAutonomy and Counter-AutonomySoftware and Information AssuranceHuman-Machine InteractionsArtificial IntelligenceDigital EngineeringCyber-Physical Systemshttps://www.sei.cmu.edu/blog/how-easy-is-it-to-make-and-detect-a-deepfake/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesThe technology underlying the creation and detection of deepfakes and assessment of current and future threat levelsCatherine Bernaciak, Dominic RossMon, 14 Mar 2022 00:00:00 -0400https://www.sei.cmu.edu/blog/how-easy-is-it-to-make-and-detect-a-deepfake/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesSecurity VulnerabilitiesVulnerability DiscoveryVulnerability MitigationSecurity-Related RequirementsArtificial Intelligence EngineeringAdvanced Computinghttps://www.sei.cmu.edu/blog/systems-engineering-and-software-engineering-collaborating-for-the-smart-systems-of-the-future/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesConvergence between systems engineering and software engineering is forging new practices for engineering the smart systems of the future.Paul NielsenMon, 20 Sep 2021 00:00:00 -0400https://www.sei.cmu.edu/blog/systems-engineering-and-software-engineering-collaborating-for-the-smart-systems-of-the-future/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesSoftware ArchitectureArtificial Intelligence EngineeringMachine LearningArtificial IntelligenceSystems EngineeringDevopsData Modeling and AnalyticsDigital EngineeringModel-Based Systems EngineeringContinuous Deployment of Capabilityhttps://www.sei.cmu.edu/blog/software-engineering-for-machine-learning-characterizing-and-detecting-mismatch-in-machine-learning-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesThis post describes how we are creating and assessing empirically validated practices to guide the development of machine-learning-enabled systems.Grace Lewis, Ipek OzkayaMon, 17 May 2021 00:00:00 -0400https://www.sei.cmu.edu/blog/software-engineering-for-machine-learning-characterizing-and-detecting-mismatch-in-machine-learning-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial Intelligence EngineeringMachine LearningArtificial Intelligencehttps://www.sei.cmu.edu/blog/detecting-mismatches-machine-learning-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesThe use of machine learning (ML) could improve many business functions and meet many needs for organizations. For example, ML capabilities can be used to suggest products to users based on purchase history....Grace LewisMon, 29 Jun 2020 00:00:00 -0400https://www.sei.cmu.edu/blog/detecting-mismatches-machine-learning-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial Intelligence EngineeringMachine LearningArtificial Intelligencehttps://www.sei.cmu.edu/blog/three-risks-in-building-machine-learning-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesMachine learning (ML) systems promise disruptive capabilities in multiple industries. Building ML systems can be complicated and challenging....Benjamin CohenMon, 18 May 2020 00:00:00 -0400https://www.sei.cmu.edu/blog/three-risks-in-building-machine-learning-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial Intelligence EngineeringMachine LearningArtificial Intelligencehttps://www.sei.cmu.edu/blog/automatically-detecting-technical-debt-discussions-with-machine-learning/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesTechnical debt (TD) refers to choices made during software development that achieve short-term goals at the expense of long-term quality....Robert NordMon, 13 Apr 2020 00:00:00 -0400https://www.sei.cmu.edu/blog/automatically-detecting-technical-debt-discussions-with-machine-learning/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesTechnical DebtArtificial Intelligence EngineeringMachine LearningArtificial Intelligencehttps://www.sei.cmu.edu/blog/using-machine-learning-to-detect-design-patterns/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesSoftware increasingly serves core DoD functions, such as ship and plane navigation, supply logistics, and real-time situational awareness....Robert Nord, Zachary KurtzMon, 16 Mar 2020 00:00:00 -0400https://www.sei.cmu.edu/blog/using-machine-learning-to-detect-design-patterns/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial Intelligence EngineeringMachine LearningArtificial Intelligencehttps://www.sei.cmu.edu/blog/designing-trustworthy-ai-for-human-machine-teaming/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificially intelligent (AI) systems hold great promise to empower us with knowledge and enhance human effectiveness....Carol SmithMon, 09 Mar 2020 00:00:00 -0400https://www.sei.cmu.edu/blog/designing-trustworthy-ai-for-human-machine-teaming/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial IntelligenceArtificial Intelligence Engineeringhttps://www.sei.cmu.edu/blog/summarizing-and-searching-video-with-machine-learning/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesThe U.S. relies on surveillance video to determine when activities of interest occur in a location that is under surveillance....Edwin MorrisMon, 02 Mar 2020 00:00:00 -0500https://www.sei.cmu.edu/blog/summarizing-and-searching-video-with-machine-learning/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial Intelligence EngineeringMachine LearningArtificial Intelligencehttps://www.sei.cmu.edu/blog/measuring-resilience-in-artificial-intelligence-and-machine-learning-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial intelligence (AI) and machine learning (ML) systems are quickly becoming integrated into a wide array of business and military operational environments....Alexander Petrilli, Shing-hon LauThu, 12 Dec 2019 00:00:00 -0500https://www.sei.cmu.edu/blog/measuring-resilience-in-artificial-intelligence-and-machine-learning-systems/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial Intelligence EngineeringMission AssuranceInsider ThreatArtificial Intelligencehttps://www.sei.cmu.edu/blog/ai-engineering-11-foundational-practices-for-decision-makers/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial intelligence (AI) is driving advances throughout modern society, including in the fields of medicine, transportation, education, and finance....Ipek Ozkaya, Angela Horneman, Andrew MellingerMon, 09 Dec 2019 00:00:00 -0500https://www.sei.cmu.edu/blog/ai-engineering-11-foundational-practices-for-decision-makers/?utm_source=blog&utm_medium=rss&utm_campaign=my_site_updatesArtificial IntelligenceArtificial Intelligence Engineering