Search Results for author: Ipek Ozkaya

Found 3 papers, 0 papers with code

A Synthesis of Green Architectural Tactics for ML-Enabled Systems

no code implementations15 Dec 2023 Heli Järvenpää, Patricia Lago, Justus Bogner, Grace Lewis, Henry Muccini, Ipek Ozkaya

The rapid adoption of artificial intelligence (AI) and machine learning (ML) has generated growing interest in understanding their environmental impact and the challenges associated with designing environmentally friendly ML-enabled systems.

Characterizing and Detecting Mismatch in Machine-Learning-Enabled Systems

no code implementations25 Mar 2021 Grace A. Lewis, Stephany Bellomo, Ipek Ozkaya

However, end-to-end development of ML-enabled systems, as well as their seamless deployment and operations, remain a challenge.

BIG-bench Machine Learning

Priority Quality Attributes for Engineering AI-enabled Systems

no code implementations15 Oct 2019 Lena Pons, Ipek Ozkaya

We assert that the quality attributes of security, privacy, data centricity, sustainability, and explainability pose new challenges to AI engineering and will drive the success of AI-enabled systems in the public sector.

Other Computer Science

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