
The importance of Artificial Intelligence and Machine Learning has been increasing as a growing number of companies are using these technologies to improve their products and services, evaluate their business models, and enhance their decision-making process. If you are interested in AI, if you want to understand AI, and if you want to know how to use AI algorithms to solve problems, join us!
开设学校:南开大学;学科:计算机、
The importance of Artificial Intelligence and Machine Learning has been increasing as a growing number of companies are using these technologies to improve their products and services, evaluate their business models, and enhance their decision-making process. If you are interested in AI, if you want to understand AI, and if you want to know how to use AI algorithms to solve problems, join us!
-1.1 What is artificial intelligence
--Exercise 1.1
-1.2 The History of artificial intelligence
--Exercise 1.2
-1.3 Applications of Artificial Intelligence
--Exercise 1.3
-1.4 Machine Learning and Deep Learning
--Exercise 1.4
-2.1 What is Machine Learning
-2.2 Supervised Learning
-2.3 Unsupervised Learning
-2.4 Construction of Development Environment
-3.1 What is Regression
--Exercise 3.1
-3.2 Linear Regression
--Exercise 3.2
-3.3 Logistic Regression
--Exercise 3.3
-3.4 Practical Case
-4.1 What is Classification
-4.2 Naive Bayes
-4.3 Support Vector Machine
-4.4 Practical Case
-5.1 Introduction to Deep Learning
--Exercise 5.1
-5.2 What is Neural Network
--Exercise 5.2
-5.3 Neural Network Basics
--Exercise 5.3
-5.4 Practical Case
-6.1 What is Convolutional Neural Network
-6.2 Convolution Layer
-6.3 Pooling Layer
-6.4 Classical Convolutional Neural Network
-7.1 What is Computer Vision
--Exercise 7.1
-7.2 Image Classification
--Exercise 7.2
-7.3 Introduction to TensorFlow
--Exercise 7.3
-7.4 Practical Case
-8.1 What is Natural Language Processing
-8.2 Basics of NLP
-8.3 Recurrent Neural Network
-8.4 Practical Case
王刚 工学博士 南开大学计算机学院讲师 主讲《计算机基础》、《数据结构与算法》《人工智能与机器学习》等课程 主持多项省部级、校级教改项目 主编或参与编写、翻译多部教材
李妍,南开大学,计算机学院公共计算机基础教学部,实验师。李妍,硕士,南开大学计算机学院。从事《计算机基础》、《数据结构与算法》、《数据库技术与应用》等课程的教学工作,参与教育部及学校的教改项目10余项,并参与编写多套教材。
硕士,实验师。2012年本科毕业于天津大学软件工程专业。2015年研究生毕业于南开大学机器智能研究所,研究方向为软件工程和软件测试。现任南开大学《数据库技术与程序设计》、《大学计算机基础》等课程教师。
博士,南开大学计算机院副教授,硕士生导师,公共计算机基础教学部副主任。研究兴趣包括计算机视觉、机器学习、数据分析,主持国家、省部及校企项目10余项,发表SCI/EI检索科研论文30余篇。出版教材9部,在EI会议及核心期刊上发表教学论文3篇。