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Essential Mathematics for Machine Learning

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Online Course Highlights
  • Dr. S. K. Gupta & Dr. Sanjeev Kumar via NPTEL
  • Co-ordinated by: IIT Roorkee
  • 8 Weeks Duration
  • Discipline: Mathematics
  • Language: English

Syllabus

  • Unit 1: Introduction
  • Unit 2: Norms and Spaces
  • Unit 3: Singular Value Decomposition
  • Unit 4: Principle Component Analysis
  • Unit 5: Calculus
  • Unit 6: Optimizations
  • Unit 7: Review on Probability
  • Unit 8: SVM, LPP and more

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