SERC Workshop (January 20–24)
IISc Personnel Registration Link: https://bit.ly/SERC-2020Jan
Other organizations: http://iisc.online/shortterm/home.html
Course objective:
To introduce the fundamentals of parallel computing including parallel architectures, programming models and commonly used parallel programing constructs/libraries/languages, AI/Deep learning and BigData and to present motivating algorithms and applications to real-world problems. Programming labs will provide experience in using the parallel programming and AI-related constructs..
| Day | 9:30 –11:00 | 11:30-1:00 | 2:00 — 3:00 | 3:30-5:30 (with a tea break from 3:45 to 4:00 PM) | ||
| Day 1
(Mon) |
HPC Overview Parallel Computing Architectures ( RG) PDF | Parallelization Principles (RG) PDF |
OpenMPProgramming I (Akhila) PDF |
Roles of Job Schedulers, Cluster Mgmt. Tools Basics of Job Scripts (JL) followed by OpenMP Lab 1 PDF |
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| Day 2 (Tue) |
OpenMP Programming II (Akhila) PDF | MPI Programming I (Aditya) PDF |
Parallel File systems (Filbert/Aditya) PDF |
OpenMP Lab exercises |
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| Day 3 (Wed) |
GPU Architecture /NGC Theory (NVIDIA) |
Basic DL/ML Theory/ Group Formation and Next Day Agenda (NVIDIA) PDF1 PDF2 |
Roles of Profilers, and Debuggers (JL) PDF | MPI Programming Lab PDF .zip |
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| Day4 (Thu) |
BigData and Spark (YS) PDF |
Real-world HPC program : A Case Study (Bala) PDF |
MPI Programming II (VSS) PDF |
Parallel Algorithms and High Performance Libraries (VSS) PDF PDF |
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| Day 5 (Fri) |
NGC Hands on/Tensorflow and Pytorch (NVIDIA) |
Hands on(Image Classification and Localization )/NLP Theory (NVIDIA) |
Machine learning workflow with RAPIDS (NVIDIA) |
RAPIDS Hand on (NVIDIA) |