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High Performance Scientific Computing

By Prof. Shivasubramanian Gopalakrishnan, Prof. Om Jadhav, Prof. S Vamshi Krishna, Prof. Ashish Kuvelkar   |   IIT Bombay
Learners enrolled: 1425   |  Exam registration: 222

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ABOUT THE COURSE:
Scientific computing has become an important third axis in the development of science in conjunction with theoretical and experimental studies. The tremendous growth in computing power, especially with high performance computing (HPC) clusters, over the last few decades have opened up opportunities to computationally study phenomena which were earlier beyond reach. Fluid Dynamics, Electromagnetics, Astrophysics, Biology, Finance etc are few of the domains which are greatly aided by scientific computing. There is a dire need to train researchers and graduate students in the effective use and programming practices of these HPC clusters. This course will aim to fill the gap in understanding and use of such systems.

INTENDED AUDIENCE: Researchers, graduate students , postdocs working in the area of computational science.

PRE-REQUISITES: Basic course on programming and applied mathematics

INDUSTRY SUPPORT:The industries in which this would useful for is aerospace, automotive, defence, chemical , electrical, materials, biomedical and nuclear industries which employ simulation technologies.
Summary
Course Status : Ongoing
Course Type : Elective
Language for course content : English
Duration : 12 weeks
Category :
  • Computer Science and Engineering
  • Mathematics
Credit Points : 3
Level : Postgraduate
Start Date : 20 Jan 2025
End Date : 11 Apr 2025
Enrollment Ends : 03 Feb 2025
Exam Registration Ends : 28 Feb 2025
Exam Date : 27 Apr 2025 IST

Note: This exam date is subject to change based on seat availability. You can check final exam date on your hall ticket.


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Course layout

Week 1:  Introduction to high performance computing and scientific computing. The need for HPSC.
Week 2: Processor performance. Memory hierarchy. Multi-core processing and Vector computing
Week 3: Introduction to parallel programming concepts and parallel algorithms
Week 4: Introduction to OpenMP and thread programming
Week 5: OpenMP programming : intermediate and advanced concepts
Week 6: Introduction to MPI programming
Week 7: MPI programming: Intermediate and advanced concepts
Week 8: Introduction to GPGPU / Vector programming
Week 9: Effective use of debuggers and parallel debugging
Week 10: Performance analysis of parallel programming
Week 11: Use of toolkits such as BLAS, LAPACK,PETSC
Week 12: Advanced scientific visualization.

Books and references

1. The Sourcebook of Parallel Computing (Dongarra et. al.) Publisher: Morgan Kaufmann; 1 edition (November 25, 2002)
2. Parallel programming with MPI (Peter Pacheco)
3. An Introduction to Parallel Programming with OpenMP,PThreads and MPI (Cook's Books)by Robert Cook

Instructor bio

Prof. Shivasubramanian Gopalakrishnan

IIT Bombay
Prof. Shiva Gopalakrishnan in 2012 joined the Indian Institute of Technology Bombay as a faculty member and currently is an Associate Professor in the Department of Mechanical Engineering at the Indian Institute of Technology Bombay. He obtained his Ph.D from the University of Massachusetts - Amherst and subsequently was a National Research Council Postdoctoral Fellow in the Department of Applied Mathematics at the Naval Postgraduate School, Monterey, California. Shiva Gopalakrishnan has developed a graduate level course on High Performance Scientific Computing. Scientific computing has become an important third axis in the development of science in conjunction with theoretical and experimental studies. The tremendous growth in computing power, especially with high performance computing (HPC) clusters, over the last few decades have opened up opportunities to computationally study phenomena which were earlier beyond reach. Fluid Dynamics, Electromagnetics, Astrophysics, Biology, Finance etc are few of the domains which are greatly aided by scientific computing. There is a dire need to train researchers and graduate students in the effective use and programming practices of these HPC clusters. This course fills the gap in understanding and use of such systems. The curriculum introduces the basics of modern computer architecture, parallel computing machines and parallel programming. It covers an in depth discussion on different parallel programming paradigms and associated techniques for efficient programming and model development. The success of this course is shown in the enrolment which is in excess of 120 students every time it is offered at the Indian Institute of Technology Bombay. In addition this course has been offered in adapted forms at the University of Florida Gainesville and Koc University, Istanbul, Turkey where it was well received.


Prof. Om Jadhav

Prof. Om Jadhav has received his master’s degree in Telecom Technology from IIT Delhi. He is working as a Scientist D, at Centre for Development of Advanced Computing, where he is associated with HPC-Technologies team at C-DAC Pune. His areas of expertise include, HPC Application’s Optimization and management on HPC clusters along with understanding of parallel programming, distributed computing, and HPC architectures.He is currently working on different projects associated with Research and Development activities in HPC and AI domains.


Prof. S Vamshi Krishna

Prof. Vamshi Krishna Sabbi has received his Ph.D Degree from Dr. A.P.J. Abdul Kalam Technical University, Lucknow, in the domain of High Performance Computing and Software Defined Networking. He is currently pursuing his Postdoc from IIT Goa. Currently, He is working as Adjunct Engineer (High-Performance Computing Application Expert) at Centre for Development of Advanced Computing, Pune. He has played a crucial role in the Scientific Application deployment of 15+ HPC machines across India under the National Supercomputing Mission. He has expertise in Computer Architecture, Processor Micro-architecture, Parallel programming and Optimizations for CPU and GPU computing devices. He has published 25+ articles in reputed journals and conferences.


Prof. Ashish Kuvelkar

Prof. Ashish Kuvelkar obtained Mmasters degree in Electrical Engineering from V. J. T. I., Bombay University. He is working as a Scientist G, at Centre for Development of Advanced Computing, where he is associated with HPC-Technologies team at C-DAC Pune. Previously, he worked for Hardware Division of Patni Computers for 9 years. At C-DAC, he has been associated with design of hardware subsystems for various generation of PARAM supercomputers. He also contributes to training activities of Advanced Computing Training School of C-DAC, which conducts Post-Graduate Diploma courses in various specializations. Currently, he is involved in the HPC aware Human Resource development activities of the National Supercomputing Mission.

Course certificate

The course is free to enroll and learn from. But if you want a certificate, you have to register and write the proctored exam conducted by us in person at any of the designated exam centres.
The exam is optional for a fee of Rs 1000/- (Rupees one thousand only).
Date and Time of Exams: April 27, 2025 Morning session 9am to 12 noon; Afternoon Session 2pm to 5pm.
Registration url: Announcements will be made when the registration form is open for registrations.
The online registration form has to be filled and the certification exam fee needs to be paid. More details will be made available when the exam registration form is published. If there are any changes, it will be mentioned then.
Please check the form for more details on the cities where the exams will be held, the conditions you agree to when you fill the form etc.

CRITERIA TO GET A CERTIFICATE

Average assignment score = 25% of average of best 8 assignments out of the total 12 assignments given in the course.
Exam score = 75% of the proctored certification exam score out of 100

Final score = Average assignment score + Exam score

Please note that assignments encompass all types (including quizzes, programming tasks, and essay submissions) available in the specific week.

YOU WILL BE ELIGIBLE FOR A CERTIFICATE ONLY IF AVERAGE ASSIGNMENT SCORE >=10/25 AND EXAM SCORE >= 30/75. If one of the 2 criteria is not met, you will not get the certificate even if the Final score >= 40/100.

Certificate will have your name, photograph and the score in the final exam with the breakup.It will have the logos of NPTEL and IIT Bombay .It will be e-verifiable at nptel.ac.in/noc.

Only the e-certificate will be made available. Hard copies will not be dispatched.

Once again, thanks for your interest in our online courses and certification. Happy learning.

- NPTEL team


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