Characterizing and Detecting Mismatch in ML Enabled Systems

Abstract

Problem. Development, deployment, and operation of ML systems involves three perspectives, often with three completely separate workflows and people: data scientists build the model; software engineers integrate the model into a larger system; and then operations staff deploy, operate, and monitor the system.

Open PDF

Document Details

Document Type
Technical Report
Publication Date
Jan 01, 2020
Accession Number
AD1110225

Entities

People

  • April Galyardt
  • Grace Lewis
  • Ipek Ozkaya
  • Stephany Bellomo

Organizations

  • Carnegie Mellon University

Tags

DTIC Thesaurus Topics

  • Computer Programming
  • Copyrights
  • Data Rate
  • Data Rights
  • Department Of Defense
  • Detection
  • Engineering
  • Engineers
  • Environment
  • Guarantees
  • Language
  • Materials
  • Pipelines
  • Programming Languages
  • Software Development
  • Statistics
  • Universities

Fields of Study

  • Computer science

Readers

  • Neural Network Machine Learning.
  • Software Engineering.
  • Technical Research and Report Writing.