Aiswarya Raj Munappy

Doktorand vid Interaktionsdesign och Software Engineering
Image of Aiswarya Raj Munappy

Visar 11 publikationer

2022

Data management for production quality deep learning models: Challenges and solutions

Aiswarya Raj Munappy, Jan Bosch, Helena Holmstrom Olsson et al
Journal of Systems and Software. Vol. 191
Artikel i vetenskaplig tidskrift
2021

On the Impact of ML use cases on Industrial Data Pipelines

Aiswarya Raj Munappy, Jan Bosch, Helena Holmström Olsson et al
Proceedings - Asia-Pacific Software Engineering Conference, APSEC. Vol. 2021-December, p. 463-472
Paper i proceeding
2021

On the Trade-off Between Robustness and Complexity in Data Pipelines

Aiswarya Raj Munappy, Jan Bosch, Helena Holmström Olsson
International Conference on the Quality of Information and Communications Technology. Vol. 1439, p. 401-415
Paper i proceeding
2020

Towards automated detection of data pipeline faults

Aiswarya Raj Munappy, Jan Bosch, Helena Holmström Olsson et al
Proceedings - Asia-Pacific Software Engineering Conference, APSEC. Vol. 2020-December, p. 346-355
Paper i proceeding
2020

Large-scale machine learning systems in real-world industrial settings: A review of challenges and solutions

Lucy Lwakatare, Aiswarya Raj Munappy, Ivica Crnkovic et al
Information and Software Technology. Vol. 127
Artikel i vetenskaplig tidskrift
2020

From Ad-Hoc Data Analytics to DataOps

Aiswarya Raj Munappy, David Issa Mattos, Jan Bosch et al
Proceedings of the International Conference on Software and System Processes, p. 165-174
Paper i proceeding
2020

Modelling Data Pipelines

Aiswarya Raj Munappy, Jan Bosch, Helena Holmström Olsson et al
2020 46th Euromicro Conference on Software Engineering and Advanced Applications (SEAA), p. 13-20
Paper i proceeding
2020

Data Pipeline Management in Practice: Challenges and Opportunities

Aiswarya Raj Munappy, Jan Bosch, Helena Holmström Olsson
Lecture Notes in Computer Science. Vol. 12562, p. 168-184
Paper i proceeding
2019

Data Management Challenges for Deep Learning

Aiswarya Raj Munappy, Jan Bosch, Helena Holmström Olsson et al
Proceedings - 45th Euromicro Conference on Software Engineering and Advanced Applications, SEAA 2019, p. 140-147
Paper i proceeding
2019

A taxonomy of software engineering challenges for machine learning systems: An empirical investigation

Lucy Lwakatare, Aiswarya Raj Munappy, Jan Bosch et al
Lecture Notes in Business Information Processing. Vol. 355, p. 227-243
Paper i proceeding

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