13 Ways Machine Learning Can Steer You Wrong - InformationWeek

InformationWeek is part of the Informa Tech Division of Informa PLC

This site is operated by a business or businesses owned by Informa PLC and all copyright resides with them.Informa PLC's registered office is 5 Howick Place, London SW1P 1WG. Registered in England and Wales. Number 8860726.

13 Ways Machine Learning Can Steer You Wrong
Newest First  |  Oldest First  |  Threaded View
User Rank: Moderator
8/18/2016 | 11:59:11 AM
Re: It is cheaper to do ML wrong than it is to do it right
I think there has to be greatest overall awareness of what it takes to do machine learning right, what can happen if you don't do it right, and that input (including investment) is going to determine output (including ROI).
User Rank: Strategist
8/18/2016 | 10:17:55 AM
It is cheaper to do ML wrong than it is to do it right
The common thread I am seeing in each of the 13 is that avoiding bad ML results is going to require a greater investment in time, people, or follow-up to ensure that the outcomes of applying ML remain positive. Too many of my clients have a habit of valuing low cost over high quality.

One of the critical steps in QA for any new system or feature is the comparison of actual results to expected results. If the corporate objectives of ML is to find the unexpected insight, how will incorrect unexpected ML outcomes be sifted out from the set of all possible unexpected outcomes?

2020 State of DevOps Report
2020 State of DevOps Report
Download this report today to learn more about the key tools and technologies being utilized, and how organizations deal with the cultural and process changes that DevOps brings. The report also examines the barriers organizations face, as well as the rewards from DevOps including faster application delivery, higher quality products, and quicker recovery from errors in production.
10 Top Cloud Computing Startups
Cynthia Harvey, Freelance Journalist, InformationWeek,  8/3/2020
How Enterprises Can Adopt Video Game Cloud Strategy
Joao-Pierre S. Ruth, Senior Writer,  7/28/2020
Conversational AI Comes of Age
Guest Commentary, Guest Commentary,  8/7/2020
Register for InformationWeek Newsletters
Current Issue
Special Report: Why Performance Testing is Crucial Today
This special report will help enterprises determine what they should expect from performance testing solutions and how to put them to work most efficiently. Get it today!
White Papers
Twitter Feed
Sponsored Live Streaming Video
Everything You've Been Told About Mobility Is Wrong
Attend this video symposium with Sean Wisdom, Global Director of Mobility Solutions, and learn about how you can harness powerful new products to mobilize your business potential.
Sponsored Video
Flash Poll