[ML 스터디] Chapter5. Support Vector Machine (SVM)

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카테고리:

Main Reference:
- 고려대학교 산업경영공학부 DSBA 연구실 - 강필성 교수님
- MIT 6.034 Artificial Intelligence, Fall 2010
- 혁펜하임 Optimization


🚌 Support Vector Machine

  • Lagrange Multiplier
  • Hard Margin SVM
  • Soft Margin SVM
  • Kernel Trick


🚌 Lecture Note

Lagrange Multiplier

ML_Week5-01 ML_Week5-02 ML_Week5-03 ML_Week5-04 ML_Week5-05 ML_Week5-06


KKT Condition

ML_Week5-07 ML_Week5-08 ML_Week5-09 ML_Week5-10 ML_Week5-11


Lagrange Dual Problem

ML_Week5-12 ML_Week5-13 ML_Week5-14 ML_Week5-15 ML_Week5-16


Hard Margin SVM

ML_Week5-17 ML_Week5-18 ML_Week5-19 ML_Week5-20 ML_Week5-21 ML_Week5-22 ML_Week5-23 ML_Week5-24 ML_Week5-25 ML_Week5-26


Soft Margin SVM

ML_Week5-27 ML_Week5-28 ML_Week5-29 ML_Week5-30 ML_Week5-31 ML_Week5-32


Kernel Trick

ML_Week5-33 ML_Week5-34 ML_Week5-35 ML_Week5-36 ML_Week5-37 ML_Week5-38 ML_Week5-39



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