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  • 1. (EE364A) Convex Optimization I Boyd,Stephen
  • 教师: Boyd, Stephen
  • 所属学校: 斯坦福大学
  • 关键词: Linear Systems  Optimization  Convex Optimization 
  • 语种: 英语
  • 所属学科: 
    理学学科->系统科学
    工学学科->控制工程与科学
    工学学科->电气信息类->集成电路设计与集成系统
  • 下载/浏览次数: 0/6
  • 描述: Concentrates on recognizing and solving convex optimization problems that arise in engineering. Convex sets, functions, and optimization problems. Basics of convex analysis. Least-squares, linear and quadratic programs, semidefinite programming, minimax, extremal volume, and other problems. Optimality conditions, duality theory, theorems of alternative, and applications. Interiorpoint methods. Applications to signal processing, control, digital and analog circuit design, computational geometry, statistics, and mechanical engineering.
  • 属性
  • 2. (EE364B) Convex Optimization II Boyd,Stephen
  • 教师: Boyd, Stephen
  • 所属学校: 斯坦福大学
  • 关键词: Linear Systems  Optimization  Convex Optimization 
  • 语种: 英语
  • 所属学科: 
    理学学科->系统科学
    工学学科->控制工程与科学
    工学学科->电气信息类->集成电路设计与集成系统
  • 下载/浏览次数: 0/0
  • 描述: Continuation of Convex Optimization I. Subgradient, cutting-plane, and ellipsoid methods. Decentralized convex optimization via primal and dual decomposition. Alternating projections. Exploiting problem structure in implementation. Convex relaxations of hard problems, and global optimization via branch & bound. Robust optimization. Selected applications in areas such as control, circuit design, signal processing, and communications. Course requirements include a substantial project.
  • 属性
  • 3. (EE263) Introduction to Linear Dynamical Systems Boyd,Stephen
  • 教师: Boyd, Stephen
  • 所属学校: 斯坦福大学
  • 关键词: Linear Systems  Optimization  Linear Dynamical Systems 
  • 语种: 英语
  • 所属学科: 
    理学学科->系统科学
    工学学科->控制工程与科学
    工学学科->电气信息类->集成电路设计与集成系统
  • 下载/浏览次数: 1/2
  • 描述: Introduction to applied linear algebra and linear dynamical systems, with applications to circuits, signal processing, communications, and control systems.
  • 属性
  • 4. (CS223A) Introduction to Robotics Khatib,Oussama
  • 教师: Khatib, Oussama
  • 所属学校: 斯坦福大学
  • 关键词: Artificial Intelligence  Robotics 
  • 语种: 英语
  • 所属学科: 
    理学学科->电子信息科学类
    工学学科->电气信息类->计算机科学与技术
    工学学科->控制工程与科学
  • 下载/浏览次数: 2/0
  • 描述: The purpose of this course is to introduce you to basics of modeling, design, planning, and control of robot systems. In essence, the material treated in this course is a brief survey of relevant results from geometry, kinematics, statics, dynamics, and control.
  • 属性
  • 5. (CS229) Machine Learning Ng,Andrew
  • 教师: Ng, Andrew
  • 所属学校: 斯坦福大学
  • 关键词: Machine Learning  Artificial Intelligence 
  • 语种: 英语
  • 所属学科: 
    理学学科->电子信息科学类
    工学学科->电气信息类->计算机科学与技术
    工学学科->控制工程与科学
  • 下载/浏览次数: 0/0
  • 描述: This course provides a broad introduction to machine learning and statistical pattern recognition.
  • 属性
  • 6. (CS224N) Natural Language Processing Manning,Chris
  • 教师: Manning, Chris
  • 所属学校: 斯坦福大学
  • 关键词: Natural Language Processing  Artificial Intelligence 
  • 语种: 英语
  • 所属学科: 
    理学学科->电子信息科学类
    工学学科->电气信息类->计算机科学与技术
    工学学科->控制工程与科学
  • 下载/浏览次数: 0/0
  • 描述: This course is designed to introduce students to the fundamental concepts and ideas in natural language processing (NLP), and to get them up to speed with current research in the area. It develops an in-depth understanding of both the algorithms available for the processing of linguistic information and the underlying computational properties of natural languages. Wordlevel, syntactic, and semantic processing from both a linguistic and an algorithmic perspective are considered. The focus is on modern quantitative techniques in NLP: using large corpora, statistical models for acquisition, disambiguation, and parsing. Also, it examines and constructs representative systems.
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  • 7. (CS106B) Programming Abstractions Zelenski,Julie
  • 教师: Zelenski, Julie
  • 所属学校: 斯坦福大学
  • 关键词: Programming Abstractions  Computer Science 
  • 语种: 英语
  • 所属学科: 
    理学学科->电子信息科学类
    工学学科->电气信息类->计算机科学与技术
  • 下载/浏览次数: 0/1
  • 描述: This course is the natural successor to Programming Methodology and covers such advanced programming topics as recursion, algorithmic analysis, and data abstraction using the C++ programming language, which is similar to both C and Java. If you've taken the Computer Science AP exam and done well (scored 4 or 5) or earned a good grade in a college course, Programming Abstractions may be an appropriate course for you to start with, but often Programming Abstractions (Accelerated) is a better choice. Programming Abstractions assumes that you already have familiarity with good programming style and software engineering issues (at the level of Programming Methodology), and that you can use this understanding as a foundation on which to tackle new topics in programming and data abstraction.
  • 属性
  • 8. (CS106A) Programming Methodology Sahami,Mehran
  • 教师: Sahami,Mehran
  • 所属学校: 斯坦福大学
  • 关键词: Computer Science  Programming Methodology 
  • 语种: 英语
  • 所属学科: 
    理学学科->电子信息科学类
    工学学科->电气信息类->计算机科学与技术
  • 下载/浏览次数: 0/0
  • 描述: This course is the largest of the introductory programming courses and is one of the largest courses at Stanford. Topics focus on the introduction to the engineering of computer applications emphasizing modern software engineering principles: object-oriented design, decomposition, encapsulation, abstraction, and testing. Programming Methodology teaches the widely-used Java programming language along with good software engineering principles. Emphasis is on good programming style and the built-in facilities of the Java language. The course is explicitly designed to appeal to humanists and social scientists as well as hard-core techies. In fact, most Programming Methodology graduates end up majoring outside of the School of Engineering.
  • 属性
  • 9. (CS107) Programming Paradigms Cain,Jerry
  • 教师: Cain, Jerry
  • 所属学校: 斯坦福大学
  • 关键词: Programming Paradigms  Computer Science 
  • 语种: 英语
  • 所属学科: 
    理学学科->电子信息科学类
    工学学科->电气信息类->计算机科学与技术
  • 下载/浏览次数: 0/0
  • 描述: Prerequisites: Programming and problem solving at the Programming Abstractions level. Prospective students should know a reasonable amount of C++. You should be comfortable with arrays, pointers, references, classes, methods, dynamic memory allocation, recursion, linked lists, binary search trees, hashing, iterators, and function pointers. You should be able to write well-decomposed, easy-to-understand code, and understand the value that comes with good variable names, short function and method implementations, and thoughtful, articulate comments.
  • 属性
  • 10. (EE261) The Fourier Transform and its Applications Osgood,Brad G
  • 教师: Osgood, Brad G
  • 所属学校: 斯坦福大学
  • 关键词: Linear Systems  Optimization  The Fourier Transform 
  • 语种: 英语
  • 所属学科: 
    理学学科->系统科学
    工学学科->控制工程与科学
    工学学科->电气信息类->集成电路设计与集成系统
  • 下载/浏览次数: 0/0
  • 描述: The goals for the course are to gain a facility with using the Fourier transform, both specific techniques and general principles, and learning to recognize when, why, and how it is used. Together with a great variety, the subject also has a great coherence, and the hope is students come to appreciate both.
  • 属性