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CUDA is a parallel programming language created by Nvidia that was created to allow programmers to execute programs using the graphics processing unit, or GPU. A CUDA-enabled GPU must be present to take advantage of the language. Since GPUs have more registers than a standard CPU, or central processing unit, developers can use CUDA to improve performance and run more threads in parallel. This strategy is known as GPGPU, or general purpose computing on graphics processing units. CUDA is available as libraries, compiler directives, and extensions for C, C++, and Fortran, and wrappers exist for other programming languages such as Java, Python, Ruby, Lua, Lisp, R, Haskell, and others. If you want to learn CUDA to take advantage of the performance improvements it offers, you may want to study with someone who has experience. Varsity Tutors can help you by finding an accomplished CUDA tutor for you.
Some of the things students can learn about during CUDA tutoring sessions include:
- GPU Programming models
- Parallel programming algorithms
- Sorting and Scanning
- GPU memory hierarchy and management
- Accelerated libraries
CUDA tutoring can be beneficial to students in a variety of ways. One of the most significant benefits is that a tutor can work alongside the student, helping them to gain experience in the language without going through the typical trial and error process programmers must endure when they learn a new language on their own. A CUDA tutor can save the student time while providing insight and guidance, reducing the learning curve. CUDA tutoring can also move at the student's pace, giving them extra time to learn thread management or getting used to the CUDA SDK before moving on to new topics.