Home

• Introduction

• Mathematic foundations of Machine Learning

  • Vector
  • Matrix
  • Derivative
  • Functions extrema
  • Gradient
  • Gradient descent

• Supervised machine learning

  • Loss functions
  • Linear Regression
  • Linear Classification
    • Logistic Regression
    • Support vector machine

• Unsupervised machine learning

  • K-means clustering