Machine Learning

In machine learning, a computer first learns to perform a task by studying a training set of examples. The computer then performs the same task with data it hasn't encountered before. This article presents a brief overview of machine-learning technologies, with a concrete case study from code a...

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Published inIEEE software Vol. 33; no. 5; pp. 110 - 115
Main Authors Louridas, Panos, Ebert, Christof
Format Journal Article
LanguageEnglish
Published Los Alamitos IEEE 01.09.2016
IEEE Computer Society
Subjects
Online AccessGet full text
ISSN0740-7459
1937-4194
DOI10.1109/MS.2016.114

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Abstract In machine learning, a computer first learns to perform a task by studying a training set of examples. The computer then performs the same task with data it hasn't encountered before. This article presents a brief overview of machine-learning technologies, with a concrete case study from code analysis.
AbstractList In machine learning, a computer first learns to perform a task by studying a training set of examples. The computer then performs the same task with data it hasn't encountered before. This article presents a brief overview of machine-learning technologies, with a concrete case study from code analysis.
Author Louridas, Panos
Ebert, Christof
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References murphy (ref3) 2012
alpaydin (ref4) 2014
hastie (ref1) 2009
bishop (ref2) 2006
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  publication-title: Pattern Recognition and Machine Learning
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  publication-title: Machine Learning A Probabilistic Perspective
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  ident: ref1
  publication-title: The Elements of Statistical Learning Data Mining Inference and Prediction
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  publication-title: Introduction to Machine Learning
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SubjectTerms ANNs
Artificial intelligence
Artificial neural networks
Classification
Clustering
Complexity theory
Computer programs
Concretes
deep learning
dimensionality reduction
H2O
Hadoop
Julia
Machine learning
Matlab
Neural networks
Python
regression
SAS
Software
software development
Software engineering
software technology
Spark
Studies
Supervised learning
Tasks
TensorFlow
Training
unsupervised learning
Title Machine Learning
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