Advanced Data Science(MA727)

Course Name: 

Advanced Data Science

Programme: 

M.Tech (CDS)

Semester: 

Second

Category: 

Programme Core (PC)

Credits (L-T-P): 

(3-0-0) 3

Content: 

Algorithms for Massive Data Problems: Streaming, Sketching, and Sampling, Clustering, Random Graphs, Topic Models,
Nonnegative Matrix Factorization, Hidden Markov Models, and Graphical Models, An Uncertainty Principle, Linear
Programming, The Ellipsoid Algorithm, Integer Optimization, Semi-Definite Programming, Wavelets, The Haar Wavelet,
Wavelet Systems, Designing a Wavelet System, Applications

References: 

Avrim Blum, John Hopcroft and Ravindran Kannan, Foundations of Data Science, 2018 (available online)

Department: 

Mathematical and Computational Sciences
 

Contact us

Dr. P. Sam Johnson, Professor and Head
Department of MACS, NITK, Surathkal
P. O. Srinivasnagar, Mangalore - 575 025
Karnataka, India.

  • Hot line: +91-0824-2474048

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