The Resource Unsupervised machine learning in security applications, with Charles Givre

Unsupervised machine learning in security applications, with Charles Givre

Label
Unsupervised machine learning in security applications
Title
Unsupervised machine learning in security applications
Statement of responsibility
with Charles Givre
Creator
Subject
Language
eng
Summary
"This video course introduces you to the concept 'unsupervised' model training, or learning, in a security context. Your host, cyber security specialist and data scientist Charles Givre, explains the theory behind commonly used clustering algorithms such as K-means and DBSCAN as well as the direct application to security problems such as anomaly detection. You'll see how to pipeline your models into a production environment using the Python scikit-learning library. You'll also learn how to calculate metrics to assess your models' performance, and how to use Yellowbrick to create visualizations of those performance evaluations. This video course is one in a set of three individual ones intended for security professionals who want to learn how to use and apply data science to their toughest security problems. Mr. Givre focuses on the tools and techniques that are directly applicable to the industry, and uses security problems and datasets to walk you through the entire data science process from end-to-end."--Resource description page
Cataloging source
UMI
Characteristic
videorecording
http://library.link/vocab/creatorName
Givre, Charles
LC call number
TK5105.59
http://bibfra.me/vocab/relation/on-screenpresenter
lc2tH7Aiozk
PerformerNote
Presenter, Charles Givre
Runtime
55
http://library.link/vocab/subjectName
  • Computer networks
  • Machine learning
  • Computer security
Technique
live action
Label
Unsupervised machine learning in security applications, with Charles Givre
Link
http://databases.mvlc.org/connect/safari?uiCode=&xmlId=9781492032373
Instantiates
Publication
Copyright
Note
Title from title screen (viewed May 15, 2018)
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Configuration of playback channels
unknown
Content category
two-dimensional moving image
Content type code
  • tdi
Content type MARC source
rdacontent
Control code
on1035765595
Dimensions
unknown
Extent
1online resource (1 volume)
Form of item
online
Media category
  • computer
  • video
Media MARC source
  • rdamedia
  • rdamedia
Media type code
  • c
  • v
Medium for sound
other
Other physical details
illustrations.
Sound
sound
Sound on medium or separate
sound on medium
Specific material designation
  • remote
  • other
Stock number
CL0500000964
System control number
(OCoLC)1035765595
Video recording format
other
Label
Unsupervised machine learning in security applications, with Charles Givre
Link
http://databases.mvlc.org/connect/safari?uiCode=&xmlId=9781492032373
Publication
Copyright
Note
Title from title screen (viewed May 15, 2018)
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Configuration of playback channels
unknown
Content category
two-dimensional moving image
Content type code
  • tdi
Content type MARC source
rdacontent
Control code
on1035765595
Dimensions
unknown
Extent
1online resource (1 volume)
Form of item
online
Media category
  • computer
  • video
Media MARC source
  • rdamedia
  • rdamedia
Media type code
  • c
  • v
Medium for sound
other
Other physical details
illustrations.
Sound
sound
Sound on medium or separate
sound on medium
Specific material designation
  • remote
  • other
Stock number
CL0500000964
System control number
(OCoLC)1035765595
Video recording format
other

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      42.7009413 -71.1255084
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