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Practical High-Performance Computing
Online
12 Weeks
Free Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Courses and Certificate Fees
| Fees Informations | Certificate Availability | Certificate Providing Authority |
|---|---|---|
| INR 1000 | yes | IIT Kanpur |
The Syllabus
Introduction to CPUs
- Introduction to High Performance Computation
- Basic Design
- Processors
- Vectorization
- Multicore Processors
Introduction to Memory/Network/Parallel prog
- Memory
- Basics of Operating System (Missing Video
- RAM
- Interconnect
- Parallel Computer Classification
- Classes of Parallelism
- Networks
Parallel prog contd.
- Top10 HPC Systems
- Using GPUs for HPC
- Parallel programming fundamentals
- Scaling
- Programming Practices
Intro to Python /C, Arrays
- Programming Language
- Classes in Python
- Inheritance
- Modules in Python
- Python Pitfalls
- Python Arrays
- C Arrays 1D
- Higher-Dimensional C Arrays
Speeding up C/Fortran/Python programs:
- Python Codes Optimization 1
- C++ Codes Optimization 1
- Python Codes Optimization 2
- C++ Codes Optimization 2
- C++ Codes Optimization 3 (Cache locality)
- Speeding up Using Numba
Parallel Applications Multithreading
- Finite Difference Method
- Particle Simulations (Molecular Dynamics)
- Using Multiprocessing Module
- Cache Issues in Multiprocessing
- Using Multithreading Module
- Computing Sum(a*b) with Multithreads
- Computing AX=Y with Multithreads
MPI Porgramming
- MPI Using Mpi4py
- Point-To-Point Communication (1)
- Point-To-Point Communication (2)
- Unblocking Send/Receive
- Collective Communication and Reduction Operation
- Send/Receive for Finite Difference Scheme
- MPI Sum with Examples
CUDA programming
- Introduction CUDA Programming
- Introduction to C (1)
- Introduction to C (2)
- CUDA Programming (1)
- CUDA Programming (2)
- Examples Using CUDA Programming
- Matrix Multiplication
- Derivative Computation Using Finite Difference
Cupy, OpenACC programming
- Cupy Programming
- CUDA Programming with Numba
- Introduction to Open ACC Programming 1
- Introduction to Open ACC Programming 2
- Solving Laplace Equation / OpenACC UPDATE Directives and Clauses
MPI/OpenMP in C
- Introduction to MPI in C
- MPI Environment
- Point to Point Communications
- Collective Communication & Reduction Operation
- Using OPENMP
Applications/Visualization/Profiling
- FFT
- Spectral Method
- Profiling
- Paraview
Case Study
- Project 1: Cahn-Hilliard Equation
- Project 2: Compressible Flow
- Project 3: Ising Model
- Project 4: Magnetohydrodynamic
- Project 5: Molecular Dynamics
- Project 6: Nonlinear Schrodinger Eq.
- Project 7: XY Model
- Summary
Articles
7 Nov'24, 06:47 AM
24 Jun'24, 05:28 AM
3 Apr'24, 05:04 AM
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29 Feb'24, 05:35 AM
20 Feb'24, 06:55 AM
13 Feb'24, 06:39 AM
7 Feb'24, 11:11 AM
2 Feb'24, 04:14 AM
8 Mar'22, 10:46 AM
7 Nov'24, 06:47 AM
24 Jun'24, 05:28 AM
3 Apr'24, 05:04 AM
21 Mar'24, 12:47 PM
29 Feb'24, 05:35 AM
20 Feb'24, 06:55 AM
13 Feb'24, 06:39 AM
7 Feb'24, 11:11 AM
2 Feb'24, 04:14 AM
8 Mar'22, 10:46 AM