Scalable Data Mining (CS60021)

Instructors: Sourangshu Bhattacharya

Teaching Assistants: Suman Bera, Saptarshi Mondal, Vaishnovi Arun

Class Schedule: MON(11:00-11:55) , TUE(08:00-08:55) , TUE(09:00-09:55)

Classroom: NC - 121

Last year course website: https://cse.iitkgp.ac.in/~sourangshu/coursefiles/cs60021_2024a.html

Announcements:

Course Schedule:

Week Dates Topic / Activity Links / Material
Week 1 28/7, 29/7 Introduction to ML DL, Stochastic Gradient Descent Slides - Intro
Week 2 4/8, 5/8 SGD convergence, Accelarated SGD, Convergence rate SGD, Linear-rate SGD methods Slides - SGD Convergence, Accelerated SGD,
Slides - SGD Convergence rate

Syllabus:

Optimization and Machine learning algorithms:

Software paradigms:

Algorithmic techniques:

References:

  1. Mining of Massive Datasets. 2nd edition. - Jure Leskovec, Anand Rajaraman, Jeff Ullman. Cambridge University Press. http://www.mmds.org/
  2. Tensorflow for Machine Intelligence: A hands-on introduction to learning algorithms. Sam Abrahams et al. Bleeding edge press.
  3. Hadoop: The Definitive Guide. Tom White. O'Reilly Press.
  4. Recent literature.