Lectures

• 0.1.2 Video Introduction

  Subject(s) Module 00. Welcome to Supervised Machine Learning! Module 01. Introduction to Supervised Machine Learning
  

• 2.2.1 Predicting the Number of Sales Using Regression

  Subject(s) Module 02. Regression
  

• 2.2.2 What is a “Good” Regression Model? MSE, MAE

  Subject(s) Module 02. Regression
  

• 2.2.3 Regression: MSE versus MAE

  Subject(s) Module 02. Regression
  

• 2.3.1 Outliers in Regression

  Subject(s) Module 02. Regression
  

• 2.3.2 What if y is Nonlinear? KNN Regression

  Subject(s) Module 02. Regression
  

• 3.2.1 Terminology & Basics

  Subject(s) Module 03. Classification
  

• 3.2.2 Building a “Simple” Classifier Using Histograms

  Subject(s) Module 03. Classification
  

• 3.2.3 The Bayes Error

  Subject(s) Module 03. Classification
  

• 3.3.1 Building a “Simple” Classifier Using Nearest Means

  Subject(s) Module 03. Classification
  

AI skills for Engineers: Supervised Machine Learning by TU Delft OpenCourseWare is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
Based on a work at https://online-learning.tudelft.nl/courses/ai-skills-for-engineers-supervised-machine-learning/