Following are the Resources for the Course
Please go through the following resources for in-depth understanding of the course concepts.
Lecture Slides
08/08/2024 - Introduction
12/08/2024 - Detailed overview of each topic to be covered
14/08/2024 - Basic Probability #1
19/08/2024 - Basic Probability #2
21/08/2024 - Basic Probability #3
26/08/2024 - Markov Chain # 1
28/08/2024 - Markov Chain # 2
02/09/2024 - Markov Chain #3
04/09/2024 - Stochastic Process
09/09/2024 - Markov Chain #4
11/09/2024 - Queueing Theory
Lecture Recordings
14/08/2024 - Basic Probability #1
19/08/2024 - Basic Probability #2
21/08/2024 - Basic Probability #3
26/08/2024 - Markov Chain # 1
28/08/2024 - Markov Chain # 2
02/09/2024 - Markov Chain #3
04/09/2024 - Stochastic Process
09/09/2024 - Markov Chain #4
11/09/2024 - Queueing Theory
18/09/2024 - Queuing Theory # 2
23/09/2024 - Queuing Theory #3
25/09/2024 - Queuing Theory # 4
30/09/2024 - Queuing Theory #5
14/10/2024 - Basics of Simulation
16/10/2024 - Random Number Generation #1
21/10/2024 - Random Number Generation #2
23/10/2024 - Random Number Generation #3
28/10/2024 - Machine Learning (ML) based Modelling #1
30/10/2024 - Demonstration on Origin
04/11/1023 - ML-based modelling #2 , Demonstration of Weka
Latex Template for Scribe:
References:
Introduction of Probability Models (12th Edition) by Sheldon M. Ross
Data Networks (2nd Edition) by Dimitri Bertsekes and Robert Gallager
Queueing Networks and Markov Chains: Modeling and Performance Evaluation with Computer Science Applications, 2nd Edition: https://www.wiley.com/en-us/Queueing+Networks+and+Markov+Chains:+Modeling+and+Performance+Evaluation+with+Computer+Science+Applications,+2nd+Edition-p-9780471565253
Reference Books:
Sheldon M. Ross: Introduction to Probability Models 7th Edition, Academic Press, 2002
Donald E. Knuth: The Art of Computer Programming – Volume 2: Semi Numerical Algorithms, 2nd Edition, Addison Wesley, Reading MA, USA 2000
Sheldon M. Ross Simulation 3rd Edition, Academic Press, 2002
A. M. Law and W. D. Kelton: Simulation Modeling and Analysis, 3rd Edition, McGrawHill, New York, USA, 1998
Raj Jain The Art of Computer Systems Performance Analysis, John Wiley and Sons, New York, USA, 1991