This course will provide a comprehensive survey of the topic, introducing the key formalisms and main techniques used to construct them, make predictions, and support decision-making under uncertainty. Regrade Policy: If you believe that the course staff made an error in grading, you may submit a regrade request through Gradescope within one week of receiving your grade. We will try to recall the concepts needed along the way. https://communitystandards.stanford.edu/policies-and-guidance/honor-code, Introduction, Probability Theory, Bayesian Networks, Exponential families; variational inference, Week 6: Metropolis Hastings and Gibbs sampling (Albert). Explore. For a particular homework, you can use only two late days. Class hours: MW 11:00am-12:15pm, 380-380Y OAE is located at 563 Salvatierra Walk (phone: 723-1066, URL: http://oae.stanford.edu). Topics include number theory, set theory, logic, graph theory, and combinatorics. For SCPD students, please email scpdsupport@stanford.edu or call 650-741-1542. If your name has a * next to it, email me your paper choice! Graphical models bring together graph theory and probability theory, and provide a flexible framework for modeling large collections of random variables with complex interactions. Office Hours:By appointment/email. 3 Units. During each lecture I will ask for a volunteer scribe/editor, and I will send the volunteer the old LaTeX source. We will focus on problems such as transitive closure, shortest paths, graph matching, and many other classical graph problems. News flashes: 12/1/14 - New Stanford faculty member Gordon Wetzstein will be teaching CS 448I, Computational Imaging and Display, in Winter quarter. This is the only course at Stanford whose syllabus includes nearly all the math background for CS 229, ... Graph Theory. Courses in the program teach students to create, analyze, and interpret mathematical models and to communicate sound arguments based on mathematical reasoning and careful data analysis. Student contributions welcome! Probabilistic graphical models are a powerful framework for representing complex domains using probability distributions, with numerous applications in machine learning, computer vision, natural language processing and computational biology. made. The faculty on its part manifests its confidence in the honor of its students by refraining from proctoring examinations and from Once you run out of late days, you will incur a 25% penalty for each extra late day you use. This is due to people getting the midterm in their spam folders... 9/27: Algorithms for subgraph isomorphism: Finding copies of a pattern in a large graph, 10/11: Hitting Set Arguments, All Pairs Shortest Paths, 10/13: More APSP; Graph Spanners; HW1 due, HW2 out, 10/24: HW2 due; 10/25: Take Home Midterm out (by email), 10/27: Finish compact routing; Dynamic Algorithms, 11/1: Take Home Midterm Due (by email); HW3 out, 11/1: Dynamic Algorithms (Graph Connectivity); Paper List Out: pick a paper first come, first serve, 11/3: Dynamic Algorithms (Transitive Closure), 11/8*: Dynamic Algorithms (Graph Matching), 11/10*: Treewidth, Planar graph algorithms, Last two weeks (11/29,12/1,12/6,12/8): presentations. Prerequisites: This is an advanced course, meant for upper-level undergraduates and beginning graduate students, but it is open to anyone. (50% of the grade), In-class presentation on a topic of interest related to the course, or on your own research! http://isites.harvard.edu/course/colgsas-6411 The Honor Code is the university's statement on academic integrity written by students in 1921. Midterm extension: the midterm is now due Nov 3 at 11:59pm. Representation: Stanford University MIT Press. Department of Mathematics Building 380, Stanford, California 94305 Phone: (650) 725-6284 Email The faculty will also avoid, as Introduction to Stanford A.I. For Enterprise For Students. taking unusual and unreasonable precautions to prevent the forms of dishonesty mentioned above. Collaboration Policy and Honor Code: You are free to form study groups and discuss homeworks and projects. Use the names and pronouns (e.g., they/them, she/her, he/him, just a name, or something else) indicated by your classmates for Mathematics for computer science a 25 % of the grade ), we have some scribed notes! 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