Stanford公开课筛选#

编程#

CS41:The Python Programming Language(Python编程语言)

链接:https://stanfordpython.com/#/

CS108:Object-Oriented Systems Design(面向对象系统设计)

链接:http://web.stanford.edu/class/cs108/

CS106A:Programming Methodology(编程方法论)

链接:http://web.stanfordedu/class/cs106a/

CS106B:Programming Abstractions(抽象编程)

链接:https://web.stanford.edu/class/cs106b/

CS151:Logic Programming(逻辑编程)

链接:http://logicprogramming.stanford.edu/stanford/inde

CS242:Programming Languages(编程语言)

链接:https://web.stanford.edu/class/cs242/

算法#

CS166:Data Structures(数据结构)

链接:http://web.stanford.edu/class/cs166/

CS161:Desgin and Analysis of Algorithms(算法设计和分析)

链接:https://stanford-cs161.github.io/winter2021/

CS261:Optimization and Algorithmic Paradigm (优化与算法范式)

链接:http://web.stanford.edu/~ashishg/cs261/

机器学习#

C229:Machine Learming(机器学习)

链接:http://cs229.stanford.edu

CS224W:Machine Learning with Graphs(图机器学习)

链接:http://web.stanford.edu/class/cs224w/

CS129:Applied Machine Learming(应用机器学习)

链接:https://web.stanford.edu/class/cs129/

CS329S:Machine Learning Systems Design(机器学习系统设计)

链接:https://stanford-cs329s.github.io/index.html

CS228:Probabilistic Graphical Models(概率图模型)

链接:https://cs228.stanford.edu

深度学习#

CS230:Deep Learning(深度学习)

链接:http://cs230.stanford.edu

CS221:Artificial Inteligence:Principles & Techniques(人工智能:原理和技术)

链接:https://stanford-cs221.github.io/spring2021/

CS224N:Natural Language Processing with Deep Learning(深度学习自然语言处理)

链接:https://cs.stanford.edu/courses/schedules/2020-20

CS231N:Convolutional Neural Networks for Visual Recognition(视觉识别的卷积神经网络)

链接:http://cs231n.stanford.edu

CS131:Computer Vision:Foundations and Applications(计算机视觉:基础和应用)

链接:[http://vision.stanford.edu/tea](