Parallel computing is a type of computing technology which allows for the simultaneous execution of multiple tasks. It is done by using multiple processors within a single computer system, or by using multiple computers connected over a network. It is a powerful tool that can be used to solve complex problems quickly, by allowing the available resources to be distributed in the most efficient manner imaginable.

Parallel computing is a form of distributed computing, where many processors are used in tandem to increase the speed and throughput of the computer system. Their number can vary from the two processors found in contemporary home computers, to hundreds of thousands, even millions of distributed processors connected through a supercomputer.

The goal of parallel computing is to produce computational power that outperforms that of a single computer. This is achieved by breaking down the problem into a set of smaller parts, so that each processor can perform its task in parallel with the others. The division of workload and computation takes place automatically, and within a fraction of the total time it would have taken a single computer to complete the same task.

Parallel computing has many applications in computer science, artificial intelligence, engineering, scientific calculations, animation rendering, graphic design, databases, and more. It is also increasingly being used in day-to-day applications, such as web search engines, the Windows OS, and other virtualized systems.

Due to the large amount of resources required, parallel computing can be complex and is not always the best solution for a given problem. Such systems also require more specialized programming skills, as opposed to the traditional application programming. Additionally, they do not guarantee a smooth division of workload, and can sometimes be unstable in nature, relying heavily on the architecture used, the memory and storage size, as well as the communication between the processors.

Despite these issues, parallel computing has become a popular method of computing due to its high potential for performance, speed-up, and flexibility. It is an essential tool for many scientific calculations, and its influence is not likely to decline any time soon.

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