System Analysis for Responsible Design of Modern AI/ML Systems

Abstract

The irresponsible use of ML algorithms in practical settings has received a lot of deserved attention in the recent years. We posit that the traditional system analysis perspective is needed when designing and implementing ML algorithms and systems. Such perspective can provide a formal way for evaluating and enabling responsible ML practices. In this paper, we review components of the System Analysis methodology and highlight how they connect and enable responsible practices of ML design.

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Document Details

Document Type
Technical Report
Publication Date
Apr 19, 2022
Accession Number
AD1220997

Entities

People

  • Rajmonda S. Caceres
  • Virginia H. Goodwin

Organizations

  • MIT Lincoln Laboratory

Tags

Fields of Study

  • Computer science

Readers

  • Geospatial Intelligence and Artificial Intelligence Analytics
  • Military History of the United States in the 20th Century.
  • Systems Analysis and Design