Software Engineering Daily

Machine Learning and Technical Debt with D. Sculley Holiday Repeat

Listen Later

Originally published November 17, 2015

“Changing anything changes everything.”

Technical debt, referring to the compounding cost of changes to software architecture, can be especially challenging in machine learning systems.

D. Sculley is a software engineer at Google, focusing on machine learning, data mining, and information retrieval. He recently co-authored the paper Machine Learning: The High Interest Credit Card of Technical Debt.

Questions
  • How do you define technical debt?
  • Why does technical debt tend to compound like financial debt?
  • Is machine learning the marriage of hard-coded software logic and constantly changing external data?
  • What types of anti-patterns should be avoided by machine learning engineers?
  • What is a decision threshold in a machine learning system?
  • What advice would you give to organizations that are building their prototypes and product systems in different languages?
    • Links
    • Technical Debt
    • Adapter pattern and glue code
    • D’s research page

      •  

      The post Machine Learning and Technical Debt with D. Sculley Holiday Repeat appeared first on Software Engineering Daily.

      ...more
      View all episodesView all episodes
      Download on the App Store
      Software Engineering DailyBy Software Engineering Daily
      • 4.4
      • 4.4
      • 4.4
      • 4.4
      • 4.4

      4.4

      69 ratings

      More shows like Software Engineering Daily

      View all
      The Changelog: Software Development, Open Source by Changelog Media

      The Changelog: Software Development, Open Source

      289 Listeners

      6 Minute English by BBC Radio

      6 Minute English

      1,763 Listeners

      Data Skeptic by Kyle Polich

      Data Skeptic

      478 Listeners

      Software Engineering Daily by Software Engineering Daily

      Software Engineering Daily

      626 Listeners

      Talk Python To Me by Michael Kennedy

      Talk Python To Me

      583 Listeners

      Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

      Super Data Science: ML & AI Podcast with Jon Krohn

      301 Listeners

      Python Bytes by Michael Kennedy and Calvin Hendryx-Parker

      Python Bytes

      213 Listeners

      NVIDIA AI Podcast by NVIDIA

      NVIDIA AI Podcast

      345 Listeners

      Machine Learning Guide by OCDevel

      Machine Learning Guide

      774 Listeners

      Syntax - Tasty Web Development Treats by Wes Bos & Scott Tolinski - Full Stack JavaScript Web Developers

      Syntax - Tasty Web Development Treats

      982 Listeners

      DataFramed by DataCamp

      DataFramed

      266 Listeners

      Practical AI by Daniel Whitenack and Chris Benson

      Practical AI

      208 Listeners

      AWS Podcast by Amazon Web Services

      AWS Podcast

      203 Listeners

      Google DeepMind: The Podcast by Hannah Fry

      Google DeepMind: The Podcast

      202 Listeners

      This Day in AI Podcast by Michael Sharkey, Chris Sharkey

      This Day in AI Podcast

      226 Listeners