Lecture 1: Introduction to Machine Learning
In this lecture, we introduce machine learning to you. You will learn the basic elements in this field and an old, basic, but very interesting algorithm in machine learning.
Next, I’ll begin with a review of key milestones in artificial intelligence. Then, we’ll delve into some metaphysical concepts, exploring the underlying logic of machine learning. By understanding the human learning process, we’ll gain insight into the entire machine learning process. Finally, after covering the ABCs of machine learning, we’ll focus on the fundamental forms of machine learning models.
Outline:
1.1 Mailstone of AI, AlphaGo, 2016
1.2 Philosophy of Machine Learning
1.3 Machine Learning Process
1.4 Machine Learning ABC
1.5 Regression Model and Classification Model