Up: Rudolf Adamkovič [Top][Contents]

Machine learning

a.k.a.

Statistical learning
Learning

Define

… as a field of artificial intelligence concerned with

algorithms that learn to achieve their goals,

without being explicitly programmed how.

Cite

Ethically licensed reliable sources:

An Introduction to Statistical Learning
(James et al., 2023) ⁸
The Elements of Statistical Learning
(Hastie et al., 2017) ⁹
A Course in Machine Learning
(Daume, 2017) ¹⁰

Classification

Footnotes

(8)

A BibTeX entry:

@Book{james+2023,
  author       = {Gareth James and Daniela Witten and Trevor Hastie and Rob
                  Tibshirani and Jonathan Taylor},
  title        = {An Introduction to Statistical Learning {[ISLR]} with
                  Applications in {Python}},
  publisher    = {Springer},
  year         = 2023,
  url          = {https://www.statlearning.com/}
}

(9)

A BibTeX entry:

@Book{hastie+2017,
  author       = {Trevor Hastie and Robert Tibshirani and Jerome Friedman},
  title        = {The Elements of Statistical Learning {[ESL]}},
  publisher    = {Springer},
  year         = 2017,
  edition      = 2,
  subtitle     = {Data Mining, Inference, and Prediction},
  url          = {https://hastie.su.domains/ElemStatLearn/}
}

(10)

A BibTeX entry:

@Book{daume-2017,
  author       = {Hal Daume},
  title        = {A Course in Machine Learning},
  publisher    = {Self-published},
  year         = 2017,
  edition      = {Version 0.99},
  url          = {http://ciml.info/}
}