FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3206430910> ?p ?o ?g. }

• W3206430910 abstract "The introduction of machine learning (ML) components in software projects has created the need for software engineers to collaborate with data scientists and other specialists. While collaboration can always be challenging, ML introduces additional challenges with its exploratory model development process, additional skills and knowledge needed, difficulties testing ML systems, need for continuous evolution and monitoring, and non-traditional quality requirements such as fairness and explainability. Through interviews with 45 practitioners from 28 organizations, we identified key collaboration challenges that teams face when building and deploying ML systems into production. We report on common collaboration points in the development of production ML systems for requirements, data, and integration, as well as corresponding team patterns and challenges. We find that most of these challenges center around communication, documentation, engineering, and process and collect recommendations to address these challenges." @default.
• W3206430910 created "2021-10-25" @default.
• W3206430910 creator A5007817499 @default.
• W3206430910 creator A5015259511 @default.
• W3206430910 creator A5040272202 @default.
• W3206430910 creator A5067467896 @default.
• W3206430910 date "2021-10-19" @default.
• W3206430910 modified "2023-09-27" @default.
• W3206430910 title "More Engineering, No Silos: Rethinking Processes and Interfaces in Collaboration between Interdisciplinary Teams for Machine Learning Projects." @default.
• W3206430910 cites W1800478330 @default.
• W3206430910 cites W1951384579 @default.
• W3206430910 cites W2000117884 @default.
• W3206430910 cites W2009626015 @default.
• W3206430910 cites W2041650849 @default.
• W3206430910 cites W2044102377 @default.
• W3206430910 cites W2045571829 @default.
• W3206430910 cites W2073489128 @default.
• W3206430910 cites W2100454174 @default.
• W3206430910 cites W2105224295 @default.
• W3206430910 cites W2108188807 @default.
• W3206430910 cites W2108816886 @default.
• W3206430910 cites W2117329005 @default.
• W3206430910 cites W2120832154 @default.
• W3206430910 cites W2124100711 @default.
• W3206430910 cites W2134119432 @default.
• W3206430910 cites W2137406659 @default.
• W3206430910 cites W2138496633 @default.
• W3206430910 cites W2145622208 @default.
• W3206430910 cites W2147018965 @default.
• W3206430910 cites W2148787816 @default.
• W3206430910 cites W2155951198 @default.
• W3206430910 cites W2558644883 @default.
• W3206430910 cites W2613597870 @default.
• W3206430910 cites W2620496775 @default.
• W3206430910 cites W2725264445 @default.
• W3206430910 cites W2743948853 @default.
• W3206430910 cites W2753092418 @default.
• W3206430910 cites W2757656223 @default.
• W3206430910 cites W2782864149 @default.
• W3206430910 cites W2807910285 @default.
• W3206430910 cites W2885205917 @default.
• W3206430910 cites W2889249015 @default.
• W3206430910 cites W2900153411 @default.
• W3206430910 cites W2905588001 @default.
• W3206430910 cites W2907773844 @default.
• W3206430910 cites W2916904544 @default.
• W3206430910 cites W2922234936 @default.
• W3206430910 cites W2941232686 @default.
• W3206430910 cites W2944264045 @default.
• W3206430910 cites W2945956065 @default.
• W3206430910 cites W2946595616 @default.
• W3206430910 cites W2954370766 @default.
• W3206430910 cites W2955309381 @default.
• W3206430910 cites W2962752734 @default.
• W3206430910 cites W2964116855 @default.
• W3206430910 cites W2964759459 @default.
• W3206430910 cites W2969881216 @default.
• W3206430910 cites W2970433196 @default.
• W3206430910 cites W2970837303 @default.
• W3206430910 cites W2980482960 @default.
• W3206430910 cites W2983901715 @default.
• W3206430910 cites W2995558939 @default.
• W3206430910 cites W2996355630 @default.
• W3206430910 cites W2998524378 @default.
• W3206430910 cites W2998701638 @default.
• W3206430910 cites W3004493192 @default.
• W3206430910 cites W3009065172 @default.
• W3206430910 cites W3010891636 @default.
• W3206430910 cites W3012094108 @default.
• W3206430910 cites W3013149459 @default.
• W3206430910 cites W3014972121 @default.
• W3206430910 cites W3023827881 @default.
• W3206430910 cites W3029504795 @default.
• W3206430910 cites W3036062984 @default.
• W3206430910 cites W3039522238 @default.
• W3206430910 cites W3089691379 @default.
• W3206430910 cites W3090035558 @default.
• W3206430910 cites W3090643686 @default.
• W3206430910 cites W3090752740 @default.
• W3206430910 cites W3094233077 @default.
• W3206430910 cites W3099361686 @default.
• W3206430910 cites W3100279624 @default.
• W3206430910 cites W3104217200 @default.
• W3206430910 cites W3118813946 @default.
• W3206430910 cites W3126805268 @default.
• W3206430910 cites W3148220011 @default.
• W3206430910 cites W3157506384 @default.
• W3206430910 cites W3158479996 @default.
• W3206430910 cites W3159933051 @default.
• W3206430910 cites W3178161004 @default.
• W3206430910 cites W3183224878 @default.
• W3206430910 cites W3184420437 @default.
• W3206430910 cites W611021884 @default.
• W3206430910 cites W2898162267 @default.
• W3206430910 cites W3010790165 @default.
• W3206430910 cites W3136250462 @default.
• W3206430910 hasPublicationYear "2021" @default.
• W3206430910 type Work @default.
• W3206430910 sameAs 3206430910 @default.
• W3206430910 citedByCount "0" @default.

• next