The Resource Responsible Machine Learning, Hall, Patrick, (electronic resource)

Responsible Machine Learning, Hall, Patrick, (electronic resource)

Label
Responsible Machine Learning
Title
Responsible Machine Learning
Statement of responsibility
Hall, Patrick
Creator
Contributor
Author
Subject
Genre
Language
  • eng
  • eng
Summary
Like other powerful technologies, AI and machine learning present significant opportunities. To reap the full benefits of ML, organizations must also mitigate the considerable risks it presents. This report outlines a set of actionable best practices for people, processes, and technology that can enable organizations to innovate with ML in a responsible manner. Authors Patrick Hall, Navdeep Gill, and Ben Cox focus on the technical issues of ML as well as human-centered issues such as security, fairness, and privacy. The goal is to promote human safety in ML practices so that in the near future, there will be no need to differentiate between the general practice and the responsible practice of ML. This report explores: People: Humans in the Loop --Why an organization's ML culture is an important aspect of responsible ML practice Processes: Taming the Wild West of Machine Learning Workflows --Suggestions for changing or updating your processes to govern ML assets Technology: Engineering ML for Human Trust and Understanding --Tools that can help organizations build human trust and understanding into their ML systems Actionable Responsible ML Guidance --Core considerations for companies that want to drive value from ML
http://library.link/vocab/creatorName
Hall, Patrick
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Gill, Navdeep
  • Cox, Benjamin
  • Safari, an O’Reilly Media Company
Label
Responsible Machine Learning, Hall, Patrick, (electronic resource)
Link
Instantiates
Publication
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Dimensions
unknown
Edition
1st edition
Extent
1 online resource (67 pages)
Form of item
online
Issuing body
Made available through: Safari, an O’Reilly Media Company.
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
9781492090878
Reproduction note
Electronic reproduction.
Specific material designation
remote
System control number
(CaSebORM)9781492090878
System details
Mode of access: World Wide Web
Label
Responsible Machine Learning, Hall, Patrick, (electronic resource)
Link
Publication
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Dimensions
unknown
Edition
1st edition
Extent
1 online resource (67 pages)
Form of item
online
Issuing body
Made available through: Safari, an O’Reilly Media Company.
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
9781492090878
Reproduction note
Electronic reproduction.
Specific material designation
remote
System control number
(CaSebORM)9781492090878
System details
Mode of access: World Wide Web

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