Machine Learning

This course provides a preview of some chapters and units. You are welcome to take a look first and then decide whether to purchase the full course!

Chapter 1 Opening the Door to AI
1-1 A Preliminary Study on Artificial Intelligence
1-2 Machines can learn like humans
1-3 Why is it important to collect information? - Quick Draw
Chapter 1 Quiz

Chapter 2 I can also make machine learning
Five steps to machine learning
Chapter 2 In-class test

Chapter 3 Leading Practice in Supervised Learning
3-1 Basic Concepts of Supervised Learning
3-2 Predicting House Prices in Seconds - Introduction and Application of Linear Regression (Part 1)
3-3 Predicting House Prices in Seconds - Introduction and Application of Linear Regression (Part 2)
3 -4 What is the probability of breast cancer? - Introduction and application of KNN classifier (Part 1)
3-5 What is the probability of breast cancer? - Introduction and application of KNN classifier (Part 2)
3-6 Who has a higher chance of survival, Jack or Rose? - Introduction and application of decision tree classifier (Part 1)
3-7 Who has a higher chance of survival, Jack or Rose? - Introduction and application of decision tree classifier (Part 2)
3-8 Chapter 3 Summary
Chapter 3 In-class Test

Chapter 4: Hands-on Unsupervised Learning
4-1 Basic Introduction and Application of K-means Algorithm
4-2 Grouping of flower tails - K-means application example (Part 1)
4-3 Grouping of flower tails - K-means application example (Part 2)
4-4 Handwritten digit clustering - K-means application example (Part 1)
4-5 Groups of handwritten digits - K-means application example (Part 2)
4-6 Chapter 4 Summary
Chapter 4 Quiz

Chapter 5: A Trip to the International Artificial Intelligence Competition
5-1 A Trip to the International Artificial Intelligence Competition (Part 1)
5-2 A Trip to the International Artificial Intelligence Competition (Part 2) 5-3 A Trip to the International Artificial Intelligence Competition (Part 1) 5-2 A Trip to the International Artificial Intelligence Competition (Part 2)
5-3 A Trip to the International Artificial Intelligence Competition (Part 3)
5 -4 A Trial at an International Artificial Intelligence Competition (Part 3) A Failure at a Competition (Part 4)
5-5 Failure in the International AI Competition (V)
5-6 Chapter 5 Summary
Chapter 5 Class Test

Total course time: 2:59:33
Number of classes: 5

Assessment Questions
Type of assessment question: Multiple choice
Number of assessment questions: 52

Verification certificate

The certification certificate can be uploaded to the Ministry of Education's learning history platform
Here are the steps:
Log in to the learning history upload page → Multiple learning performance → Verification certificate record → Domestic / Other / iQiyi Smart Technology / Certificate name (please select the test name) / Level score / Certificate code (please refer to the list below) → Upload supporting documents