Subject: Subject Sylbus: Algebraic Methods for Data Science - 095295 (Current)

Algebraic Methods for Data Science - 095295
Credit
Points
3.5
 
Given In
Semester
a
 
  Lecture Exercise Laboratory Project or
Seminar
House
Work
Weekly
Hours
3 1      

Determination of the grade according to progress during the semester and a final examination.


Prerequisites ( Discrete Mathematics (for I.E) 094345
and Calculus 2M 104032
and Algebra Am 104166
and Introduction to Computer Science H 234117 )
or ( Discrete Mathematics 094346
and Linear Algebra M 104019
and Calculus 2N 104020
and Introduction to Computer Science 234111 )
or ( Discrete Mathematics 094346
and Algebra 1/Extended 104016
and Calculus 2N 104020
and Introduction to Computer Science N 234221 )
or ( Discrete Mathematics 094346
and Linear Algebra M 104019
and Calculus 2N 104020
and Introduction to Computer Science N 234221 )
or ( Discrete Mathematics 094347
and Algebra 1/Extended 104016
and Differential and Integral Calculus 2M 104022
and Introduction to Computer Science N 234221 )
or ( Discrete Mathematics (for I.E) 094345
and Algebra 1/Extended 104016
and Differential and Integral Calculus 2M 104022
and Introduction to Computer Science N 234221 )
 
Overlapping Courses Numerical Algorithms 234125
 
Incorporated Courses Numerical Algorithms M 238125


Complementary Topics in Linear Algebra (Inner Product Spaces, Norms, Orthonormal Bases, Eigen-Values), Matrix Decomposition (Spectral Decomposition Theorem, Svd), Linear Systems (Gauss Elimination Process), Lest Squares, Iterative Methods (Power Method), Linear Programming (Simplex Method, Duality, Applications to Classification and Sparse Solutions to Linear Systems), Perturbation Theorems for Matrix Decomposition, Introduction to Tensors.




Times and places of examinations 01/2022 2202/2023 Winter Semester
examination timedaydateSeason
 Tuesday31.01.2023א
 Sunday05.03.2023ב

Timetable to semester 01/2022 2202/2023 Winter Semester
RoomBuildingHourdayLecturerExercise
Lecture
no.Registering
Group
100בלומפילד09:30-12:30TuesdayDr. Garber DanLecture1011
214נהול12:30-13:30Sunday Exercise11
 
100בלומפילד09:30-12:30TuesdayDr. Garber DanLecture1012
151בלומפילד12:30-13:30Tuesday Exercise12
 
100בלומפילד09:30-12:30TuesdayDr. Garber DanLecture1013
152בלומפילד12:30-13:30Thursday Exercise13


Textbooks
PublishedPublisherAuthorsBook
2013the johns hopkins uni. pressg. golun and c. van loanmatrix computation
2014cambridge uni. pressg. calafiore and l. el ghaouioptimization models

Created in 29/09/2022 Time 01:49:22