Print Settings
 

CS 24: Minds and Machines (LINGUIST 35, PHIL 99, PSYCH 35, SYMSYS 1, SYMSYS 200)

(Formerly SYMSYS 100). An overview of the interdisciplinary study of cognition, information, communication, and language, with an emphasis on foundational issues: What are minds? What is computation? What are rationality and intelligence? Can we predict human behavior? Can computers be truly intelligent? How do people and technology interact, and how might they do so in the future? Lectures focus on how the methods of philosophy, mathematics, empirical research, and computational modeling are used to study minds and machines. Students must take this course before being approved to declare Symbolic Systems as a major. All students interested in studying Symbolic Systems are urged to take this course early in their student careers. The course material and presentation will be at an introductory level, without prerequisites. If you have any questions about the course, please email symsys1staff@gmail.com.
Terms: Aut, Win, Sum | Units: 4 | UG Reqs: GER:DB-SocSci, WAY-FR
Instructors: ; Goodman, N. (PI); Krejci, B. (PI); Rose, D. (PI); Wu, J. (PI); Eigbe, N. (TA); Forster, M. (TA); Mon, K. (TA); Ota, K. (TA); Schechtman, K. (TA)

CS 103: Mathematical Foundations of Computing

What are the theoretical limits of computing power? What problems can be solved with computers? Which ones cannot? And how can we reason about the answers to these questions with mathematical certainty? This course explores the answers to these questions and serves as an introduction to discrete mathematics, computability theory, and complexity theory. At the completion of the course, students will feel comfortable writing mathematical proofs, reasoning about discrete structures, reading and writing statements in first-order logic, and working with mathematical models of computing devices. Throughout the course, students will gain exposure to some of the most exciting mathematical and philosophical ideas of the late nineteenth and twentieth centuries. Specific topics covered include formal mathematical proofwriting, propositional and first-order logic, set theory, binary relations, functions (injections, surjections, and bijections), cardinality, basic graph theory, the pigeonhole principle, mathematical induction, finite automata, regular expressions, the Myhill-Nerode theorem, context-free grammars, Turing machines, decidable and recognizable languages, self-reference and undecidability, verifiers, and the P versus NP question. Students with significant proofwriting experience are encouraged to instead take CS154. Students interested in extra practice and support with the course are encouraged to concurrently enroll in CS103A. Prerequisite: CS106B or equivalent. CS106B may be taken concurrently with CS103.
Terms: Aut, Win, Spr, Sum | Units: 3-5 | UG Reqs: GER:DB-Math, WAY-FR
Instructors: ; Aiken, A. (PI); Lian, Z. (PI); Liu, A. (PI); Schwarz, K. (PI); Agashe, R. (TA); Aiu, K. (TA); Anvari, M. (TA); Cao, S. (TA); Carrell, T. (TA); Chang, T. (TA); Chung, J. (TA); Han, R. (TA); Jee, Y. (TA); Kung, B. (TA); Pandya, D. (TA); Raman, V. (TA); Rodriguez, J. (TA); Roman, E. (TA); Saue- Fletcher, L. (TA); Sotoudeh, M. (TA); Xia, W. (TA); Zhai, W. (TA)

CS 106A: Programming Methodology

Introduction to the engineering of computer applications emphasizing modern software engineering principles: program design, decomposition, encapsulation, abstraction, and testing. Emphasis is on good programming style and the built-in facilities of respective languages. Uses the Python programming language. No prior programming experience required.
Terms: Aut, Win, Spr, Sum | Units: 3-5 | UG Reqs: GER:DB-EngrAppSci, WAY-FR
Instructors: ; Kwarteng, C. (PI); Parlante, N. (PI); Piech, C. (PI); Sahami, M. (PI); Cornwall, E. (GP); Cornwall, E. (TA)

CS 106B: Programming Abstractions

Abstraction and its relation to programming. Software engineering principles of data abstraction and modularity. Object-oriented programming, fundamental data structures (such as stacks, queues, sets) and data-directed design. Recursion and recursive data structures (linked lists, trees, graphs). Introduction to time and space complexity analysis. Uses the programming language C++ covering its basic facilities. Prerequisite: 106A or equivalent.
Terms: Aut, Win, Spr, Sum | Units: 3-5 | UG Reqs: GER:DB-EngrAppSci, WAY-FR
Instructors: ; Szumlanski, S. (PI); Zelenski, J. (PI); Kwarteng, C. (TA)

CS 107: Computer Organization and Systems

Introduction to the fundamental concepts of computer systems. Explores how computer systems execute programs and manipulate data, working from the C programming language down to the microprocessor. Topics covered include: the C programming language, data representation, machine-level code, computer arithmetic, elements of code compilation, memory organization and management, and performance evaluation and optimization. Prerequisites: 106B or X, or consent of instructor.
Terms: Aut, Win, Spr, Sum | Units: 3-5 | UG Reqs: GER:DB-EngrAppSci, WAY-FR
Instructors: ; Adekola, O. (PI); Cain, J. (PI); Gregg, C. (PI); Keppler, A. (PI); Troccoli, N. (PI); Adekola, O. (TA); Ahmed, K. (TA); Andrews, S. (TA); Angelika-Nikita, M. (TA); Ascheman, A. (TA); Aydin, A. (TA); Ayoob, M. (TA); Babbitt, L. (TA); Borbon Miranda, C. (TA); Cai, D. (TA); Carrell, T. (TA); Granado, M. (TA); Gupta, A. (TA); Jitaru, A. (TA); Kanell, T. (TA); Kaputa, Z. (TA); Lee, M. (TA); Rebelsky, D. (TA); Rodriguez, S. (TA); Tlemcani, R. (TA); Vallabhaneni, H. (TA)

CS 109: Introduction to Probability for Computer Scientists

Topics include: counting and combinatorics, random variables, conditional probability, independence, distributions, expectation, point estimation, and limit theorems. Applications of probability in computer science including machine learning and the use of probability in the analysis of algorithms. Prerequisites: 103, 106B or X, multivariate calculus at the level of MATH 51 or CME 100 or equivalent.
Terms: Aut, Win, Spr, Sum | Units: 3-5 | UG Reqs: GER:DB-EngrAppSci, WAY-AQR, WAY-FR
Instructors: ; Cain, J. (PI); Cochran, K. (PI); Harvill, M. (PI); Piech, C. (PI); Alagbe, K. (TA); Borbon Miranda, C. (TA); Buch, D. (TA); Chellah, O. (TA); Cheng, K. (TA); Cochran, K. (TA); El Boudali, H. (TA); Fakih, N. (TA); Grover, K. (TA); Gupta, A. (TA); Harvill, M. (TA); Kang, R. (TA); Mejia, J. (TA); Michel, I. (TA); Palleti, R. (TA); Qiu, T. (TA); Ravi, N. (TA); Tinker, J. (TA); Vu, M. (TA); Wang, S. (TA); Woodrow, J. (TA); Xie, M. (TA)

CS 161: Design and Analysis of Algorithms

Worst and average case analysis. Recurrences and asymptotics. Efficient algorithms for sorting, searching, and selection. Data structures: binary search trees, heaps, hash tables. Algorithm design techniques: divide-and-conquer, dynamic programming, greedy algorithms, amortized analysis, randomization. Algorithms for fundamental graph problems: minimum-cost spanning tree, connected components, topological sort, and shortest paths. Possible additional topics: network flow, string searching. Prerequisite: 106B or 106X; 103 or 103B; 109 or STATS 116.
Terms: Aut, Win, Sum | Units: 3-5 | UG Reqs: GER:DB-EngrAppSci, WAY-FR
Instructors: ; Anari, N. (PI); Charikar, M. (PI); Rubinstein, A. (PI); Sotoudeh, M. (PI); Conkey, A. (TA); Cussen, H. (TA); Dixit, A. (TA); Garg, R. (TA); Goyal, S. (TA); Hosgur, E. (TA); Ko, J. (TA); Kolichala, P. (TA); Li, W. (TA); Liu, S. (TA); Mayer, T. (TA); Namboothiry, B. (TA); Parada, R. (TA); Patterson, K. (TA); Rivkin, J. (TA); Roghani, M. (TA); Salahi, K. (TA); Singh, A. (TA); Singhal, A. (TA); Stearns, C. (TA); Wang, X. (TA); Z. HaoChen, J. (TA); Zhang, P. (TA); Zhao, J. (TA)

CS 191: Senior Project

Restricted to Computer Science students. Group or individual research projects under faculty direction. Register using instructor's section number. A project can be either a significant software application or publishable research. Software application projects include a research component, substantial programming, and are comparable in scale to shareware programs or commercial applications. Research projects may result in a paper publishable in an academic journal or presentable at a conference. Public presentation of final application or research results is required. Prerequisite: Completion of at least 135 units and consent of instructor. Project proposal form is required before the beginning of the quarter of enrollment: https://cs.stanford.edu/degrees/undergrad/Senior%20Project%20Proposal.pdfhttps://cs.stanford.edu/degrees/undergrad/Senior%20Project%20Proposal.pdf
Terms: Aut, Win, Spr, Sum | Units: 1-6 | Repeatable for credit
Instructors: ; Achour, S. (PI); Agrawala, M. (PI); Aiken, A. (PI); Altman, R. (PI); Angst, R. (PI); Bailis, P. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Blikstein, P. (PI); Bohg, J. (PI); Boneh, D. (PI); Borenstein, J. (PI); Bouland, A. (PI); Boyd, S. (PI); Cain, J. (PI); Cao, P. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Demszky, D. (PI); Dill, D. (PI); Dror, R. (PI); Durumeric, Z. (PI); Engler, D. (PI); Ermon, S. (PI); Fatahalian, K. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Fogg, B. (PI); Follmer, S. (PI); Fox, A. (PI); Fox, E. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goel, S. (PI); Goodman, N. (PI); Gregg, C. (PI); Guibas, L. (PI); Haber, N. (PI); Hanrahan, P. (PI); Hennessy, J. (PI); Horowitz, M. (PI); Icard, T. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Khatib, O. (PI); Kjoelstad, F. (PI); Kochenderfer, M. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Kundaje, A. (PI); Lam, M. (PI); Landay, J. (PI); Latombe, J. (PI); Lee, C. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Liu, K. (PI); Ma, T. (PI); Manning, C. (PI); Mazieres, D. (PI); McClelland, J. (PI); McKeown, N. (PI); Mirhoseini, A. (PI); Mitchell, J. (PI); Mitra, S. (PI); Montanari, A. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Niebles Duque, J. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Paepcke, A. (PI); Pande, V. (PI); Parlante, N. (PI); Pea, R. (PI); Piech, C. (PI); Plotkin, S. (PI); Plummer, R. (PI); Poldrack, R. (PI); Potts, C. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Reingold, O. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Roughgarden, T. (PI); Rubin, D. (PI); Sadigh, D. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Saxena, A. (PI); Schwarz, K. (PI); Shoham, Y. (PI); Sosic, R. (PI); Stamos, A. (PI); Subramonyam, H. (PI); Tan, L. (PI); Thrun, S. (PI); Tobagi, F. (PI); Trippel, C. (PI); Ullman, J. (PI); Valiant, G. (PI); Van Roy, B. (PI); Vitercik, E. (PI); Wang, G. (PI); Wetzstein, G. (PI); Widom, J. (PI); Winograd, T. (PI); Winstein, K. (PI); Wodtke, C. (PI); Wootters, M. (PI); Wu, J. (PI); Yamins, D. (PI); Yang, D. (PI); Yeung, S. (PI); Young, P. (PI); Zaharia, M. (PI); Zelenski, J. (PI); Zou, J. (PI); Rutherford, E. (GP)

CS 192: Programming Service Project

Restricted to Computer Science students. Appropriate academic credit (without financial support) is given for volunteer computer programming work of public benefit and educational value. Register using the section number associated with the instructor. Prerequisite: consent of instructor.
Terms: Aut, Win, Spr, Sum | Units: 1-4 | Repeatable for credit
Instructors: ; Achour, S. (PI); Aiken, A. (PI); Altman, R. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Boneh, D. (PI); Bouland, A. (PI); Cain, J. (PI); Cao, P. (PI); Cheriton, D. (PI); Dally, B. (PI); Dill, D. (PI); Engler, D. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Fogg, B. (PI); Fox, A. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Gregg, C. (PI); Guibas, L. (PI); Hanrahan, P. (PI); Hennessy, J. (PI); Horowitz, M. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Khatib, O. (PI); Koller, D. (PI); Kozyrakis, C. (PI); Lam, M. (PI); Latombe, J. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Manning, C. (PI); Mazieres, D. (PI); McKeown, N. (PI); Mitchell, J. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Parlante, N. (PI); Plotkin, S. (PI); Plummer, R. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Rajaraman, A. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Roughgarden, T. (PI); Sahami, M. (PI); Salisbury, J. (PI); Schwarz, K. (PI); Shoham, Y. (PI); Thrun, S. (PI); Tobagi, F. (PI); Ullman, J. (PI); Van Roy, B. (PI); Widom, J. (PI); Winograd, T. (PI); Wu, J. (PI); Yeung, S. (PI); Young, P. (PI); Zelenski, J. (PI); Rutherford, E. (GP)

CS 193C: Client-Side Internet Technologies

Client-side technologies used to create web sites such as Google maps or Gmail. Includes HTML5, CSS, JavaScript, the Document Object Model (DOM), and Ajax. Prerequisite: programming experience at the level of CS106A.
Terms: Sum | Units: 3
Instructors: ; Young, P. (PI)

CS 199: Independent Work

Special study under faculty direction, usually leading to a written report. Register using instructor's section number. Letter grade; if not appropriate, enroll in CS199P. Prerequisite: consent of instructor.
Terms: Aut, Win, Spr, Sum | Units: 1-6 | Repeatable for credit
Instructors: ; Achour, S. (PI); Adeli, E. (PI); Agrawala, M. (PI); Aiken, A. (PI); Altman, R. (PI); Anari, N. (PI); Bailis, P. (PI); Barrett, C. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Blikstein, P. (PI); Bohg, J. (PI); Boneh, D. (PI); Borenstein, J. (PI); Bouland, A. (PI); Boyd, S. (PI); Brunskill, E. (PI); Cain, J. (PI); Cao, P. (PI); Chang, M. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Demszky, D. (PI); Dill, D. (PI); Dror, R. (PI); Durumeric, Z. (PI); Engler, D. (PI); Ermon, S. (PI); Fatahalian, K. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Fogg, B. (PI); Fox, A. (PI); Fox, E. (PI); Ganguli, S. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goodman, N. (PI); Gregg, C. (PI); Grimes, A. (PI); Guibas, L. (PI); Haber, N. (PI); Hanrahan, P. (PI); Hashimoto, T. (PI); Hennessy, J. (PI); Ho, D. (PI); Horowitz, M. (PI); Icard, T. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Khatib, O. (PI); Kjoelstad, F. (PI); Kochenderfer, M. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Kundaje, A. (PI); Lam, M. (PI); Landay, J. (PI); Latombe, J. (PI); Lee, C. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Lin, H. (PI); Liu, K. (PI); Manning, C. (PI); Mazieres, D. (PI); McKeown, N. (PI); Mirhoseini, A. (PI); Mitchell, J. (PI); Mitra, S. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Niebles Duque, J. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Paepcke, A. (PI); Pande, V. (PI); Parlante, N. (PI); Patrignani, M. (PI); Pavone, M. (PI); Pea, R. (PI); Piech, C. (PI); Plotkin, S. (PI); Plummer, R. (PI); Potts, C. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Reingold, O. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Rubin, D. (PI); Rubinstein, A. (PI); Sadigh, D. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Saxena, A. (PI); Schwarz, K. (PI); Shoham, Y. (PI); Stanford, J. (PI); Subramonyam, H. (PI); Tan, L. (PI); Thrun, S. (PI); Tobagi, F. (PI); Trippel, C. (PI); Ullman, J. (PI); Valiant, G. (PI); Van Roy, B. (PI); Vitercik, E. (PI); Widom, J. (PI); Winograd, T. (PI); Winstein, K. (PI); Wodtke, C. (PI); Wootters, M. (PI); Wu, J. (PI); Yamins, D. (PI); Yan, L. (PI); Yang, D. (PI); Yeung, S. (PI); Young, P. (PI); Zaharia, M. (PI); Zelenski, J. (PI); Zou, J. (PI); Rutherford, E. (GP)

CS 199P: Independent Work

Special study under faculty direction, usually leading to a written report. Register using instructor's section number. CR/NC only, if not appropriate, enroll in CS199. Prerequisite: consent of instructor.
Terms: Aut, Win, Spr, Sum | Units: 1-6 | Repeatable for credit
Instructors: ; Achour, S. (PI); Agrawala, M. (PI); Aiken, A. (PI); Altman, R. (PI); Angst, R. (PI); Barrett, C. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Blikstein, P. (PI); Boneh, D. (PI); Borenstein, J. (PI); Bouland, A. (PI); Brunskill, E. (PI); Cain, J. (PI); Cao, P. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Dill, D. (PI); Dror, R. (PI); Durumeric, Z. (PI); Engler, D. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Fogg, B. (PI); Fox, A. (PI); Fox, E. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goodman, N. (PI); Grimes, A. (PI); Guibas, L. (PI); Hanrahan, P. (PI); Hashimoto, T. (PI); Hennessy, J. (PI); Horowitz, M. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Khatib, O. (PI); Kochenderfer, M. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Kundaje, A. (PI); Lam, M. (PI); Landay, J. (PI); Latombe, J. (PI); Lee, C. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Lin, H. (PI); Liu, K. (PI); Manning, C. (PI); Mazieres, D. (PI); McKeown, N. (PI); Mirhoseini, A. (PI); Mitchell, J. (PI); Mitra, S. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Parlante, N. (PI); Pavone, M. (PI); Piech, C. (PI); Plotkin, S. (PI); Plummer, R. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Reingold, O. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Roughgarden, T. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Saxena, A. (PI); Schwarz, K. (PI); Shoham, Y. (PI); Socher, R. (PI); Tan, L. (PI); Thrun, S. (PI); Tobagi, F. (PI); Trippel, C. (PI); Ullman, J. (PI); Valiant, G. (PI); Van Roy, B. (PI); Vitercik, E. (PI); Widom, J. (PI); Winograd, T. (PI); Winstein, K. (PI); Wodtke, C. (PI); Wootters, M. (PI); Wu, J. (PI); Yamins, D. (PI); Yan, L. (PI); Yang, D. (PI); Young, P. (PI); Zaharia, M. (PI); Zelenski, J. (PI); Zou, J. (PI); Rutherford, E. (GP)

CS 229: Machine Learning (STATS 229)

Topics: statistical pattern recognition, linear and non-linear regression, non-parametric methods, exponential family, GLMs, support vector machines, kernel methods, deep learning, model/feature selection, learning theory, ML advice, clustering, density estimation, EM, dimensionality reduction, ICA, PCA, reinforcement learning and adaptive control, Markov decision processes, approximate dynamic programming, and policy search. Prerequisites: knowledge of basic computer science principles and skills at a level sufficient to write a reasonably non-trivial computer program in Python/NumPy to the equivalency of CS106A, CS106B, or CS106X, familiarity with probability theory to the equivalency of CS 109, MATH151, or STATS 116, and familiarity with multivariable calculus and linear algebra to the equivalency of MATH51 or CS205.
Terms: Aut, Win, Sum | Units: 3-4
Instructors: ; Amjad, J. (PI); Charikar, M. (PI); Fox, E. (PI); Guestrin, C. (PI); Koyejo, S. (PI); Ng, A. (PI); Agarwal, R. (TA); Agarwala, S. (TA); Chang, C. (TA); Chi, R. (TA); Chow, W. (TA); Chu, S. (TA); Damiani, A. (TA); Deng, R. (TA); Desai, R. (TA); Ding, Z. (TA); Dong, K. (TA); Frausto, J. (TA); Jeon, H. (TA); Khandelwal, P. (TA); Kumbong, H. (TA); Lim, D. (GP); Schaeffer, R. (TA); So, J. (TA); Wang, A. (TA); Wang, R. (TA); Xiao, Z. (TA); Yang, S. (TA); Zhang, E. (TA)

CS 247G: Design for Play (SYMSYS 195G)

A project-based course that builds on the introduction to design in CS147 by focusing on advanced methods and tools for research, prototyping, and user interface design. Studio based format with intensive coaching and iteration to prepare students for tackling real world design problems. This course takes place entirely in studios; please plan on attending every studio to take this class. The focus of CS247g is an introduction to theory and practice of game design. We will make digital and paper games, do rapid iteration and run user research studies appropriate to game design. This class has multiple short projects, allowing us to cover a variety of genres, from narrative to pure strategy. Prerequisites: 147 or equivalent background.
Terms: Spr, Sum | Units: 3-4
Instructors: ; Nair, K. (PI); Wodtke, C. (PI)

CS 390A: Curricular Practical Training

Educational opportunities in high technology research and development labs in the computing industry. Qualified computer science students engage in internship work and integrate that work into their academic program. Students register under their faculty advisor during the quarter they are employed and complete a research report outlining their work activity, problems investigated, results, and follow-on projects they expect to perform. CS390A, CS390B, and CS390C may each be taken once.
Terms: Aut, Win, Spr, Sum | Units: 1
Instructors: ; Achour, S. (PI); Agrawala, M. (PI); Aiken, A. (PI); Altman, R. (PI); Anari, N. (PI); Bailis, P. (PI); Barrett, C. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Blikstein, P. (PI); Bohg, J. (PI); Boneh, D. (PI); Borenstein, J. (PI); Bouland, A. (PI); Boyd, S. (PI); Brunskill, E. (PI); Cain, J. (PI); Cao, P. (PI); Chang, M. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Dill, D. (PI); Dror, R. (PI); Duchi, J. (PI); Durumeric, Z. (PI); Engler, D. (PI); Ermon, S. (PI); Fatahalian, K. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fischer, M. (PI); Fisher, K. (PI); Fogg, B. (PI); Follmer, S. (PI); Fox, A. (PI); Fox, E. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goel, S. (PI); Goodman, N. (PI); Gregg, C. (PI); Guestrin, C. (PI); Guibas, L. (PI); Haber, N. (PI); Hanrahan, P. (PI); Hashimoto, T. (PI); Hennessy, J. (PI); Horowitz, M. (PI); Icard, T. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Kennedy, M. (PI); Khatib, O. (PI); Kochenderfer, M. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Kundaje, A. (PI); Lam, M. (PI); Landay, J. (PI); Latombe, J. (PI); Lee, C. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Liu, K. (PI); Ma, T. (PI); Manning, C. (PI); Mazieres, D. (PI); McKeown, N. (PI); Mitchell, J. (PI); Mitra, S. (PI); Montgomery, S. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Niebles Duque, J. (PI); Okamura, A. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Paepcke, A. (PI); Pande, V. (PI); Parlante, N. (PI); Pavone, M. (PI); Pea, R. (PI); Piech, C. (PI); Plotkin, S. (PI); Plummer, R. (PI); Potts, C. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Reingold, O. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Roughgarden, T. (PI); Rubinstein, A. (PI); Sadigh, D. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Schramm, T. (PI); Schwarz, K. (PI); Shoham, Y. (PI); Sidford, A. (PI); Sosic, R. (PI); Stanford, J. (PI); Tan, L. (PI); Thrun, S. (PI); Tobagi, F. (PI); Trippel, C. (PI); Troccoli, N. (PI); Ullman, J. (PI); Valiant, G. (PI); Van Roy, B. (PI); Vitercik, E. (PI); Wetzstein, G. (PI); Widom, J. (PI); Winograd, T. (PI); Winstein, K. (PI); Wodtke, C. (PI); Wootters, M. (PI); Wu, J. (PI); Yamins, D. (PI); Yang, D. (PI); Yeung, S. (PI); Young, P. (PI); Zaharia, M. (PI); Zelenski, J. (PI); Zou, J. (PI); Rutherford, E. (GP)

CS 390B: Curricular Practical Training

Educational opportunities in high technology research and development labs in the computing industry. Qualified computer science students engage in internship work and integrate that work into their academic program. Students register under their faculty advisor during the quarter they are employed and complete a research report outlining their work activity, problems investigated, results, and follow-on projects they expect to perform. CS390A, CS390B, and CS390C may each be taken once.
Terms: Aut, Win, Spr, Sum | Units: 1
Instructors: ; Achour, S. (PI); Agrawala, M. (PI); Aiken, A. (PI); Altman, R. (PI); Anari, N. (PI); Bailis, P. (PI); Barrett, C. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Blikstein, P. (PI); Bohg, J. (PI); Boneh, D. (PI); Borenstein, J. (PI); Bouland, A. (PI); Boyd, S. (PI); Brunskill, E. (PI); Cain, J. (PI); Cao, P. (PI); Chang, M. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Dill, D. (PI); Dror, R. (PI); Duchi, J. (PI); Durumeric, Z. (PI); Engler, D. (PI); Ermon, S. (PI); Fatahalian, K. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Fogg, B. (PI); Follmer, S. (PI); Fox, A. (PI); Fox, E. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goel, S. (PI); Goodman, N. (PI); Gregg, C. (PI); Guestrin, C. (PI); Guibas, L. (PI); Hanrahan, P. (PI); Hashimoto, T. (PI); Hennessy, J. (PI); Horowitz, M. (PI); Icard, T. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Khatib, O. (PI); Kochenderfer, M. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Kundaje, A. (PI); Lam, M. (PI); Landay, J. (PI); Latombe, J. (PI); Lee, C. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Ma, T. (PI); Manning, C. (PI); Mazieres, D. (PI); McKeown, N. (PI); Mitchell, J. (PI); Mitra, S. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Niebles Duque, J. (PI); Okamura, A. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Paepcke, A. (PI); Parlante, N. (PI); Pavone, M. (PI); Pea, R. (PI); Piech, C. (PI); Plotkin, S. (PI); Plummer, R. (PI); Potts, C. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Reingold, O. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Rubinstein, A. (PI); Sadigh, D. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Schramm, T. (PI); Schwarz, K. (PI); Shoham, Y. (PI); Sidford, A. (PI); Tan, L. (PI); Thrun, S. (PI); Tobagi, F. (PI); Troccoli, N. (PI); Ullman, J. (PI); Valiant, G. (PI); Van Roy, B. (PI); Vitercik, E. (PI); Wang, G. (PI); Wetzstein, G. (PI); Widom, J. (PI); Winograd, T. (PI); Winstein, K. (PI); Wootters, M. (PI); Wu, J. (PI); Yang, D. (PI); Yeung, S. (PI); Young, P. (PI); Zaharia, M. (PI); Zelenski, J. (PI); Zou, J. (PI); Rutherford, E. (GP)

CS 390C: Curricular Practical Training

Educational opportunities in high technology research and development labs in the computing industry. Qualified computer science students engage in internship work and integrate that work into their academic program. Students register under their faculty advisor during the quarter they are employed and complete a research report outlining their work activity, problems investigated, results, and follow-on projects they expect to perform. CS 390A, CS390B, and CS390C may each be taken once.
Terms: Aut, Win, Spr, Sum | Units: 1
Instructors: ; A. Hudson, D. (PI); Achour, S. (PI); Aiken, A. (PI); Altman, R. (PI); Barrett, C. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Blikstein, P. (PI); Boneh, D. (PI); Borenstein, J. (PI); Bouland, A. (PI); Cain, J. (PI); Cao, P. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Dill, D. (PI); Durumeric, Z. (PI); Engler, D. (PI); Ermon, S. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Fogg, B. (PI); Follmer, S. (PI); Fox, A. (PI); Fox, E. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goodman, N. (PI); Gregg, C. (PI); Guibas, L. (PI); Hanrahan, P. (PI); Hashimoto, T. (PI); Hennessy, J. (PI); Horowitz, M. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Khatib, O. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Lam, M. (PI); Latombe, J. (PI); Lee, C. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Liu, K. (PI); Ma, T. (PI); Manning, C. (PI); Mazieres, D. (PI); McKeown, N. (PI); Mitchell, J. (PI); Mitra, S. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Okamura, A. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Paepcke, A. (PI); Parlante, N. (PI); Pavone, M. (PI); Pea, R. (PI); Piech, C. (PI); Plotkin, S. (PI); Plummer, R. (PI); Potts, C. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Reingold, O. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Roughgarden, T. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Schwarz, K. (PI); Shoham, Y. (PI); Sidford, A. (PI); Tan, L. (PI); Thrun, S. (PI); Tobagi, F. (PI); Troccoli, N. (PI); Ullman, J. (PI); Valiant, G. (PI); Van Roy, B. (PI); Vitercik, E. (PI); Wang, G. (PI); Widom, J. (PI); Winograd, T. (PI); Winstein, K. (PI); Wu, J. (PI); Yang, D. (PI); Yeung, S. (PI); Young, P. (PI); Zaharia, M. (PI); Zelenski, J. (PI); Rutherford, E. (GP)

CS 390D: Part-time Curricular Practical Training

For qualified computer science PhD students only. Permission number required for enrollment; see the CS PhD program administrator in Gates room 195. Educational opportunities in high technology research and development labs in the computing industry. Qualified computer science PhD students engage in research and integrate that work into their academic program. Students register under their faculty advisor during the quarter they are employed and complete a research report outlining their work activity, problems investigated, results, and follow-on projects they expect to perform. Students on F1 visas should be aware that completing 12 or more months of full-time CPT will make them ineligible for Optional Practical Training (OPT).
Terms: Aut, Win, Spr, Sum | Units: 1 | Repeatable for credit
Instructors: ; Achour, S. (PI); Agrawala, M. (PI); Aiken, A. (PI); Altman, R. (PI); Bailis, P. (PI); Barrett, C. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Blikstein, P. (PI); Bohg, J. (PI); Boneh, D. (PI); Bouland, A. (PI); Boyd, S. (PI); Brunskill, E. (PI); Cain, J. (PI); Cao, P. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Dill, D. (PI); Dror, R. (PI); Duchi, J. (PI); Durumeric, Z. (PI); Engler, D. (PI); Ermon, S. (PI); Fatahalian, K. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Follmer, S. (PI); Fox, A. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goel, S. (PI); Goodman, N. (PI); Guestrin, C. (PI); Guibas, L. (PI); Haber, N. (PI); Hanrahan, P. (PI); Hashimoto, T. (PI); Hayden, P. (PI); Hennessy, J. (PI); Horowitz, M. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Khatib, O. (PI); Kochenderfer, M. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Kundaje, A. (PI); Lam, M. (PI); Landay, J. (PI); Latombe, J. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Liu, K. (PI); Ma, T. (PI); Manning, C. (PI); Mazieres, D. (PI); McKeown, N. (PI); Mitchell, J. (PI); Mitra, S. (PI); Montanari, A. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Paepcke, A. (PI); Pande, V. (PI); Parlante, N. (PI); Pavone, M. (PI); Piech, C. (PI); Plotkin, S. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Reingold, O. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Rubinstein, A. (PI); Saberi, A. (PI); Sadigh, D. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Schwarz, K. (PI); Shoham, Y. (PI); Tan, L. (PI); Thrun, S. (PI); Tobagi, F. (PI); Ullman, J. (PI); Valiant, G. (PI); Van Roy, B. (PI); Wang, G. (PI); Wetzstein, G. (PI); Widom, J. (PI); Winograd, T. (PI); Winstein, K. (PI); Wootters, M. (PI); Wu, J. (PI); Yan, L. (PI); Yeung, S. (PI); Young, P. (PI); Zaharia, M. (PI); Zelenski, J. (PI); Zou, J. (PI); Rutherford, E. (GP)

CS 399: Independent Project

Letter grade only. This course is for masters students only. Undergraduate students should enroll in CS199; PhD students should enroll in CS499. Letter grade; if not appropriate, enroll in CS399P. Register using the section number associated with the instructor. Prerequisite: consent of instructor.
Terms: Aut, Win, Spr, Sum | Units: 1-9 | Repeatable for credit
Instructors: ; Achour, S. (PI); Adeli, E. (PI); Agrawala, M. (PI); Aiken, A. (PI); Akbarpour, M. (PI); Altman, R. (PI); Barrett, C. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Blikstein, P. (PI); Bohg, J. (PI); Boneh, D. (PI); Borenstein, J. (PI); Bouland, A. (PI); Boyd, S. (PI); Brunskill, E. (PI); Cain, J. (PI); Cao, P. (PI); Chang, M. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Demszky, D. (PI); Dill, D. (PI); Dror, R. (PI); Durumeric, Z. (PI); Engler, D. (PI); Ermon, S. (PI); Fatahalian, K. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Fogg, B. (PI); Fox, A. (PI); Fox, E. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goel, S. (PI); Goodman, N. (PI); Gregg, C. (PI); Guestrin, C. (PI); Guibas, L. (PI); Haber, N. (PI); Hanrahan, P. (PI); Hashimoto, T. (PI); Hennessy, J. (PI); Ho, D. (PI); Horowitz, M. (PI); Icard, T. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Khatib, O. (PI); Kjoelstad, F. (PI); Kochenderfer, M. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Kundaje, A. (PI); Lam, M. (PI); Landay, J. (PI); Latombe, J. (PI); Lee, C. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Liu, K. (PI); Ma, T. (PI); MacCartney, B. (PI); Manning, C. (PI); Mazieres, D. (PI); McKeown, N. (PI); Mirhoseini, A. (PI); Mitchell, J. (PI); Montgomery, S. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Niebles Duque, J. (PI); Okamura, A. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Paepcke, A. (PI); Pande, V. (PI); Parlante, N. (PI); Patrignani, M. (PI); Pavone, M. (PI); Pea, R. (PI); Piech, C. (PI); Plotkin, S. (PI); Plummer, R. (PI); Potts, C. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Reingold, O. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Roughgarden, T. (PI); Rubin, D. (PI); Rubinstein, A. (PI); Sadigh, D. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Saxena, A. (PI); Schwarz, K. (PI); Shoham, Y. (PI); Sidford, A. (PI); Socher, R. (PI); Sosic, R. (PI); Stanford, J. (PI); Subramonyam, H. (PI); Syrgkanis, V. (PI); Tan, L. (PI); Thrun, S. (PI); Tobagi, F. (PI); Trippel, C. (PI); Ullman, J. (PI); Valiant, G. (PI); Van Roy, B. (PI); Varodayan, D. (PI); Vitercik, E. (PI); Wang, G. (PI); Wetzstein, G. (PI); Widom, J. (PI); Winograd, T. (PI); Winstein, K. (PI); Wodtke, C. (PI); Wootters, M. (PI); Wu, J. (PI); Yamins, D. (PI); Yan, L. (PI); Yang, D. (PI); Yeung, S. (PI); Young, P. (PI); Zaharia, M. (PI); Zelenski, J. (PI); Zou, J. (PI); Rutherford, E. (GP)

CS 399P: Independent Project

Graded satisfactory/no credit. This course is for masters students only. Undergraduate students should enroll in CS199; PhD students should enroll in CS499. S/NC only; if not appropriate, enroll in CS399. Register using the section number associated with the instructor. Prerequisite: consent of instructor.
Terms: Aut, Win, Spr, Sum | Units: 1-9 | Repeatable for credit
Instructors: ; Achour, S. (PI); Agrawala, M. (PI); Aiken, A. (PI); Altman, R. (PI); Bailis, P. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Blikstein, P. (PI); Boneh, D. (PI); Bouland, A. (PI); Boyd, S. (PI); Brunskill, E. (PI); Cain, J. (PI); Cao, P. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Dill, D. (PI); Dror, R. (PI); Engler, D. (PI); Ermon, S. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Fogg, B. (PI); Fox, A. (PI); Fox, E. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goodman, N. (PI); Guibas, L. (PI); Haber, N. (PI); Hanrahan, P. (PI); Hennessy, J. (PI); Horowitz, M. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Khatib, O. (PI); Kjoelstad, F. (PI); Kochenderfer, M. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Lam, M. (PI); Landay, J. (PI); Latombe, J. (PI); Lee, C. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Liu, K. (PI); Manning, C. (PI); Mazieres, D. (PI); McKeown, N. (PI); Mirhoseini, A. (PI); Mitchell, J. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Paepcke, A. (PI); Parlante, N. (PI); Pavone, M. (PI); Plotkin, S. (PI); Plummer, R. (PI); Potts, C. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Roughgarden, T. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Saxena, A. (PI); Shoham, Y. (PI); Socher, R. (PI); Thrun, S. (PI); Tobagi, F. (PI); Ullman, J. (PI); Valiant, G. (PI); Van Roy, B. (PI); Varodayan, D. (PI); Vitercik, E. (PI); Wang, G. (PI); Wetzstein, G. (PI); Widom, J. (PI); Winograd, T. (PI); Wodtke, C. (PI); Wu, J. (PI); Yan, L. (PI); Yang, D. (PI); Young, P. (PI); Zelenski, J. (PI); Zou, J. (PI); Rutherford, E. (GP)

CS 499: Advanced Reading and Research

Letter grade only. Advanced reading and research for CS PhD students. Register using the section number associated with the instructor. Prerequisite: consent of instructor. This course is for PhD students only. Undergraduate students should enroll in CS199, masters students should enroll in CS399. Letter grade; if not appropriate, enroll in CS499P.
Terms: Aut, Win, Spr, Sum | Units: 1-15 | Repeatable for credit
Instructors: ; Achour, S. (PI); Adeli, E. (PI); Agrawala, M. (PI); Aiken, A. (PI); Akbarpour, M. (PI); Altman, R. (PI); Anari, N. (PI); Bailis, P. (PI); Barrett, C. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Boahen, K. (PI); Bohg, J. (PI); Boneh, D. (PI); Bouland, A. (PI); Boyd, S. (PI); Brunskill, E. (PI); Cain, J. (PI); Cao, P. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Dill, D. (PI); Dror, R. (PI); Duchi, J. (PI); Durumeric, Z. (PI); Engler, D. (PI); Ermon, S. (PI); Fatahalian, K. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Fogg, B. (PI); Follmer, S. (PI); Fox, A. (PI); Fox, E. (PI); Fox, J. (PI); Ganguli, S. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goel, S. (PI); Goodman, N. (PI); Guestrin, C. (PI); Guibas, L. (PI); Haber, N. (PI); Hanrahan, P. (PI); Hashimoto, T. (PI); Hayden, P. (PI); Hennessy, J. (PI); Ho, D. (PI); Horowitz, M. (PI); Icard, T. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Kennedy, M. (PI); Khatib, O. (PI); Kjoelstad, F. (PI); Kochenderfer, M. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Kundaje, A. (PI); Lam, M. (PI); Landay, J. (PI); Latombe, J. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Linderman, S. (PI); Liu, K. (PI); Ma, T. (PI); Manning, C. (PI); Mazieres, D. (PI); McClelland, J. (PI); McKeown, N. (PI); Mirhoseini, A. (PI); Mitchell, J. (PI); Mitra, S. (PI); Montanari, A. (PI); Montgomery, S. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Niebles Duque, J. (PI); Okamura, A. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Paepcke, A. (PI); Parlante, N. (PI); Pavone, M. (PI); Pea, R. (PI); Piech, C. (PI); Plotkin, S. (PI); Plummer, R. (PI); Potts, C. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Raina, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Reingold, O. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Rubin, D. (PI); Rubinstein, A. (PI); Saberi, A. (PI); Sadigh, D. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Saxena, A. (PI); Schwarz, K. (PI); Shoham, Y. (PI); Sidford, A. (PI); Tan, L. (PI); Thrun, S. (PI); Tobagi, F. (PI); Trippel, C. (PI); Ullman, J. (PI); Utterback, C. (PI); Valiant, G. (PI); Van Roy, B. (PI); Vitercik, E. (PI); Wang, G. (PI); Wetzstein, G. (PI); Widom, J. (PI); Winograd, T. (PI); Winstein, K. (PI); Wootters, M. (PI); Wu, J. (PI); Yamins, D. (PI); Yan, L. (PI); Yang, D. (PI); Yeung, S. (PI); Young, P. (PI); Zaharia, M. (PI); Zelenski, J. (PI); Zou, J. (PI); Rutherford, E. (GP)

CS 499P: Advanced Reading and Research

Graded satisfactory/no credit. Advanced reading and research for CS PhD students. Register using the section number associated with the instructor. Prerequisite: consent of instructor. This course is for PhD students only. Undergraduate students should enroll in CS199, masters students should enroll in CS399. S/NC only; if not appropriate, enroll in CS499.
Terms: Aut, Win, Spr, Sum | Units: 1-15 | Repeatable for credit
Instructors: ; Achour, S. (PI); Adeli, E. (PI); Agrawala, M. (PI); Aiken, A. (PI); Akbarpour, M. (PI); Altman, R. (PI); Anari, N. (PI); Bailis, P. (PI); Barrett, C. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Blikstein, P. (PI); Boahen, K. (PI); Bohg, J. (PI); Boneh, D. (PI); Bouland, A. (PI); Boyd, S. (PI); Brunskill, E. (PI); Cain, J. (PI); Cao, P. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Dill, D. (PI); Dror, R. (PI); Duchi, J. (PI); Durumeric, Z. (PI); Engler, D. (PI); Ermon, S. (PI); Fatahalian, K. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Fogg, B. (PI); Follmer, S. (PI); Fox, A. (PI); Fox, E. (PI); Fox, J. (PI); Ganguli, S. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goel, S. (PI); Goodman, N. (PI); Guestrin, C. (PI); Guibas, L. (PI); Haber, N. (PI); Hanrahan, P. (PI); Hashimoto, T. (PI); Hayden, P. (PI); Hennessy, J. (PI); Horowitz, M. (PI); Icard, T. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Kennedy, M. (PI); Khatib, O. (PI); Kjoelstad, F. (PI); Kochenderfer, M. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Kundaje, A. (PI); Lam, M. (PI); Landay, J. (PI); Latombe, J. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Linderman, S. (PI); Liu, K. (PI); Ma, T. (PI); Manning, C. (PI); Mazieres, D. (PI); McClelland, J. (PI); McKeown, N. (PI); Mirhoseini, A. (PI); Mitchell, J. (PI); Mitra, S. (PI); Montgomery, S. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Niebles Duque, J. (PI); Okamura, A. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Paepcke, A. (PI); Parlante, N. (PI); Pavone, M. (PI); Pea, R. (PI); Piech, C. (PI); Plotkin, S. (PI); Plummer, R. (PI); Potts, C. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Raina, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Reingold, O. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Rubin, D. (PI); Rubinstein, A. (PI); Saberi, A. (PI); Sadigh, D. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Saxena, A. (PI); Schwarz, K. (PI); Shoham, Y. (PI); Sidford, A. (PI); Tan, L. (PI); Thrun, S. (PI); Tobagi, F. (PI); Trippel, C. (PI); Ullman, J. (PI); Utterback, C. (PI); Valiant, G. (PI); Van Roy, B. (PI); Vitercik, E. (PI); Wang, G. (PI); Wetzstein, G. (PI); Widom, J. (PI); Winograd, T. (PI); Winstein, K. (PI); Wootters, M. (PI); Wu, J. (PI); Yamins, D. (PI); Yan, L. (PI); Yang, D. (PI); Yeung, S. (PI); Young, P. (PI); Zaharia, M. (PI); Zelenski, J. (PI); Zou, J. (PI); Rutherford, E. (GP)

CS 802: TGR Dissertation

Terminal Graduate Registration (TGR). CS PhD students who have their TGR form approved should register under the section number associated with their faculty advisor.
Terms: Aut, Win, Spr, Sum | Units: 0 | Repeatable for credit
Instructors: ; Achour, S. (PI); Agrawala, M. (PI); Aiken, A. (PI); Akbarpour, M. (PI); Altman, R. (PI); Anari, N. (PI); Barrett, C. (PI); Batzoglou, S. (PI); Bejerano, G. (PI); Bernstein, M. (PI); Blikstein, P. (PI); Boahen, K. (PI); Bohg, J. (PI); Boneh, D. (PI); Bouland, A. (PI); Boyd, S. (PI); Brunskill, E. (PI); Cain, J. (PI); Cao, P. (PI); Charikar, M. (PI); Cheriton, D. (PI); Dally, B. (PI); Dill, D. (PI); Dror, R. (PI); Durumeric, Z. (PI); Engler, D. (PI); Ermon, S. (PI); Fatahalian, K. (PI); Fedkiw, R. (PI); Feigenbaum, E. (PI); Fikes, R. (PI); Finn, C. (PI); Fisher, K. (PI); Fogg, B. (PI); Follmer, S. (PI); Fox, A. (PI); Fox, E. (PI); Fox, J. (PI); Ganguli, S. (PI); Genesereth, M. (PI); Girod, B. (PI); Goel, A. (PI); Goel, S. (PI); Goodman, N. (PI); Guestrin, C. (PI); Guibas, L. (PI); Haber, N. (PI); Hanrahan, P. (PI); Hashimoto, T. (PI); Hayden, P. (PI); Hennessy, J. (PI); Horowitz, M. (PI); Icard, T. (PI); James, D. (PI); Johari, R. (PI); Jurafsky, D. (PI); Katti, S. (PI); Kennedy, M. (PI); Khatib, O. (PI); Kjoelstad, F. (PI); Kochenderfer, M. (PI); Koller, D. (PI); Koyejo, S. (PI); Kozyrakis, C. (PI); Kundaje, A. (PI); Lam, M. (PI); Landay, J. (PI); Latombe, J. (PI); Leskovec, J. (PI); Levis, P. (PI); Levitt, M. (PI); Levoy, M. (PI); Li, F. (PI); Liang, P. (PI); Linderman, S. (PI); Liu, K. (PI); Ma, T. (PI); Manning, C. (PI); Mazieres, D. (PI); McClelland, J. (PI); McKeown, N. (PI); Mitchell, J. (PI); Mitra, S. (PI); Montgomery, S. (PI); Musen, M. (PI); Nayak, P. (PI); Ng, A. (PI); Niebles Duque, J. (PI); Okamura, A. (PI); Olukotun, O. (PI); Ousterhout, J. (PI); Parlante, N. (PI); Pavone, M. (PI); Pea, R. (PI); Piech, C. (PI); Plotkin, S. (PI); Plummer, R. (PI); Potts, C. (PI); Prabhakar, B. (PI); Pratt, V. (PI); Raghavan, P. (PI); Raina, P. (PI); Rajaraman, A. (PI); Re, C. (PI); Reingold, O. (PI); Roberts, E. (PI); Rosenblum, M. (PI); Rubin, D. (PI); Rubinstein, A. (PI); Sadigh, D. (PI); Sahami, M. (PI); Salisbury, J. (PI); Savarese, S. (PI); Shoham, Y. (PI); Sidford, A. (PI); Tan, L. (PI); Thrun, S. (PI); Tobagi, F. (PI); Trippel, C. (PI); Ullman, J. (PI); Utterback, C. (PI); Valiant, G. (PI); Van Roy, B. (PI); Vitercik, E. (PI); Wang, G. (PI); Wetzstein, G. (PI); Widom, J. (PI); Winograd, T. (PI); Winstein, K. (PI); Wootters, M. (PI); Wu, J. (PI); Yamins, D. (PI); Yang, D. (PI); Yeung, S. (PI); Young, P. (PI); Zaharia, M. (PI); Zelenski, J. (PI); Zou, J. (PI); Rutherford, E. (GP)
© Stanford University | Terms of Use | Copyright Complaints