Video 6.1在线视频

Introduction to Artificial Intelligence课程列表：

Chapter 1 Overview of Artificial Intelligence

-1.1 What is artificial intelligence

--Video 1.1

--Courseware 1.1

--Exercise 1.1

-1.2 The History of artificial intelligence

--Video 1.2

--Courseware 1.2

--Exercise 1.2

-1.3 Applications of Artificial Intelligence

--Video 1.3

--Courseware 1.3

--Exercise 1.3

-1.4 Machine Learning and Deep Learning

--Video 1.4

--Courseware 1.4

--Exercise 1.4

Chapter 2 Machine Learning

-2.1 What is Machine Learning

--Video 2.1

--Courseware 2.1

-2.2 Supervised Learning

--Video 2.2

--Courseware 2.2

-2.3 Unsupervised Learning

--Video 2.3

--Courseware 2.3

-2.4 Construction of Development Environment

--Video 2.4

--Courseware 2.4

Chapter 3 Regression

-3.1 What is Regression

--Video 3.1

--Courseware 3.1

--Exercise 3.1

-3.2 Linear Regression

--Video 3.2

--Courseware 3.2

--Exercise 3.2

-3.3 Logistic Regression

--Video 3.3

--Courseware 3.3

--Exercise 3.3

-3.4 Practical Case

--Practical Case

Chapter 4 Classification

-4.1 What is Classification

--Video 4.1

--Courseware 4.1

-4.2 Naive Bayes

--Video 4.2

--Courseware 4.2

-4.3 Support Vector Machine

--Video 4.3

--Courseware 4.3

-4.4 Practical Case

--Practical Case

Chapter 5 Deep Learning

-5.1 Introduction to Deep Learning

--Video 5.1

--Courseware 5.1

--Exercise 5.1

-5.2 What is Neural Network

--Video 5.2

--Courseware 5.2

--Exercise 5.2

-5.3 Neural Network Basics

--Video 5.3

--Courseware 5.3

--Exercise 5.3

-5.4 Practical Case

--Practical Case

Chapter 6 Convolutional Neural Network

-6.1 What is Convolutional Neural Network

--Video 6.1

--Courseware 6.1

-6.2 Convolution Layer

--Video 6.2

--Courseware 6.2

-6.3 Pooling Layer

--Video 6.3

--Coureseware 6.3

-6.4 Classical Convolutional Neural Network

--Video 6.4

--Courseward 6.4

Chapter 7 Computer Vision

-7.1 What is Computer Vision

--Video 7.1

--Courseware 7.1

--Exercise 7.1

-7.2 Image Classification

--Video 7.2

--Courseware 7.2

--Exercise 7.2

-7.3 Introduction to TensorFlow

--Video 7.3

--Courseware 7.3

--Exercise 7.3

-7.4 Practical Case

--Practical Case

Chapter 8 Natural Language Processing

-8.1 What is Natural Language Processing

--Video 8.1

--Courseware 8.1

-8.2 Basics of NLP

--Video 8.2

--Courseware 8.2

-8.3 Recurrent Neural Network

--Video 8.3

--Courseware 8.3

-8.4 Practical Case

--Practical Case