Supervised Machine Learning : Regression and Classification

• Week 1

  • Practice quiz: Regression

  • Practice quiz: Supervised vs unsupervised learning

  • Practice quiz: Train the model with gradient descent

  • Optional Labs

    • Model Representation

    • Cost Function

    • Gradient Descent

• Week 2

  • Practice quiz: Gradient descent in practice

  • Practice quiz: Multiple linear regression

  • Optional Labs

    • Numpy Vectorization

    • Multi Variate Regression

    • Feature Scaling

    • Feature Engineering

    • Sklearn Gradient Descent

    • Sklearn Normal Method

  • Programming Assignment

    • Linear Regression

• Week 3

  • Practice quiz: Cost function for logistic regression

  • Practice quiz: Gradient descent for logistic regression

  • Optional Labs

    • Classification

    • Sigmoid Function

    • Decision Boundary

    • Logistic Loss

    • Cost Function

    • Gradient Descent

    • Scikit Learn - Logistic Regression

    • Overfitting

    • Regularization

  • Programming Assignment

    • Logistic Regression

Certificate Of Completion