Coursera - Machine Learning(1)

[BanSugyeong]

Coursera - Machine Learning

Supervised Machine Learning : Regression and Classification

[BanSugyeong]

Contents

• Machine Learning
• Learning Algorithm types
  • Supervised Learning
  • Unsupervised Learning
• Linear Regression Model
  • Simple Linear Regression
• Cost Function
  • minimze cost function with parameters
• Gradient descent Algorithm
  • Learning rate
  • Convex Function
  • Non-Convex Function

240112_MachineLearning_BanSugyeong.pdf

[BanSugyeong]

Contents

• Feedback
  • Loss function
  • MSE
  • RMSE
• Multiple Linear Regression
• Vectorization
• Gradient descent for MLR
• Classification
• Logistic Regression
• Regularization

240119_MachineLearning_BanSugyeong.pdf