Vladimir Vapnik — Pencipta Support Vector Machine

Matematikawan Rusia-Amerika, co-pencipta Support Vector Machine (1995) dan Statistical Learning Theory. Vapnik-Chervonenkis theory.

Vapnik: SVM (1995, dengan Cortes), VC theory, Statistical Learning Theory, Vladimir Vapnik, AT&T Bell Labs, sekarang Facebook AI.

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Vladimir Vapnik

Biodata

  • Lahir: 6 Desember 1936, USSR
  • Profesi: Mathematician, statistician

Kontribusi

  • Vapnik-Chervonenkis (VC) theory (1971) — teori fundamental statistical learning
  • Support Vector Machine (SVM) (1995, dengan Corinna Cortes) — algoritma ML yang dominan 1990-2010
  • Statistical Learning Theory (1998) — buku standar
  • Structural Risk Minimization

Karier

  • Institute of Control Sciences (USSR, 1960-1990)
  • AT&T Bell Labs (1990-2001)
  • Royal Holloway, University of London (2001-2014)
  • Facebook AI Research (2014-)

Legacy

Vapnik adalah bapak statistical learning theory — VC theory memberikan fondasi matematis untuk ML, dan SVM adalah algoritma paling penting sebelum deep learning bangkit.

Connected to

Not yet written

The following pages are referenced but don't exist yet — they'd make good future additions.

  • /concepts/statistical-learning

References

  1. Wikipedia

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