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CSOR W4246 Algorithms for Data Science. 3 points.
Prerequisites: basic knowledge in programming (e.g., at the level of COMS W1007), a basic grounding in calculus and linear algebra.
Methods for organizing data, e.g. hashing, trees, queues, lists,priority queues. Streaming algorithms for computing statistics on the data. Sorting and searching. Basic graph models and algorithms for searching, shortest paths, and matching. Dynamic programming. Linear and convex programming. Floating point arithmetic, stability of numerical algorithms, Eigenvalues, singular values, PCA, gradient descent, stochastic gradient descent, and block coordinate descent. Conjugate gradient, Newton and quasi-Newton methods. Large scale applications from signal processing, collaborative filtering, recommendations systems, etc.
Fall 2022: CSOR W4246
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Course Number | Section/Call Number | Times/Location | Instructor | Points | Enrollment |
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CSOR 4246 | 001/11060 | T Th 11:40am - 12:55pm Room TBA |
Eleni Drinea | 3 | 1/110 |
CSOR 4246 | 002/11061 | T Th 1:10pm - 2:25pm Room TBA |
Eleni Drinea | 3 | 1/140 |
Mathematics
Columbia College
http://bulletin.columbia.edu/columbia-college/departments-instruction/mathematics/
...Fundamentals of Computer Systems CSOR W4231 Analysis of Algorithms I CSOR W4246 Algorithms for Data...
Applied Mathematics
General Studies
http://bulletin.columbia.edu/general-studies/majors-concentrations/applied-mathematics/
...Fundamentals of Computer Systems CSOR W4231 Analysis of Algorithms I CSOR W4246 Algorithms for Data...
Computer Science - Mathematics
General Studies
http://bulletin.columbia.edu/general-studies/majors-concentrations/computer-science-mathematics/
...Fundamentals of Computer Systems CSOR W4231 Analysis of Algorithms I CSOR W4246 Algorithms for Data...
Mathematics-Statistics
General Studies
http://bulletin.columbia.edu/general-studies/majors-concentrations/mathematics-statistics/
...Fundamentals of Computer Systems CSOR W4231 Analysis of Algorithms I CSOR W4246 Algorithms for Data...
Mathematics
General Studies
http://bulletin.columbia.edu/general-studies/majors-concentrations/mathematics/
...Fundamentals of Computer Systems CSOR W4231 Analysis of Algorithms I CSOR W4246 Algorithms for Data...