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The Par Monad Lecture 3 Mary Sheer a (with thanks to Simon Marlow for reuse of slides, the many blue ones, and of code) http://www.cse.chalmers.se/edu/course/pfp http://hackage.haskell.org/packages/archive/monad-par-extras/0.3.2/doc/html/Control-Monad-Par-Combinator.html
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How to fill out parallel functional programming more:

01
Start by understanding the concept of parallel functional programming. Research and study the basics of parallel programming and functional programming to develop a solid understanding of how the two concepts can be combined effectively.
02
Explore parallelism in functional programming languages such as Haskell, Scala, or Erlang. These languages provide native support for parallelism and offer a range of libraries and tools specifically designed for parallel programming.
03
Familiarize yourself with parallel programming techniques, such as divide and conquer, task parallelism, and data parallelism. Understanding these techniques will help you identify opportunities for parallelization in functional programming.
04
Identify tasks or algorithms within your functional program that can be parallelized. Look for sections of your code that can be executed independently or in parallel without any dependencies on each other.
05
Use parallel programming constructs or libraries provided by the chosen functional programming language to parallelize the identified tasks. This may involve using language-specific functions, libraries, or annotations to mark sections of code as parallelizable.
06
Test and optimize your parallel functional program. Ensure that the parallelized sections of code are running correctly and providing the expected performance improvements. Consider performance tuning techniques, like load balancing, to achieve better parallel execution.
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Continuously monitor and evaluate the performance of your parallel functional program. As your program grows or the workload changes, you may need to revisit and refine the parallelization strategies used.
08
Document your parallel functional program, including the parallelization techniques employed, any libraries or frameworks utilized, and the overall performance improvements achieved. This documentation will help you and others understand and maintain the code in the future.

Who needs parallel functional programming more:

01
Data Scientists: Data analysis and processing tasks can often be computationally intensive and can benefit greatly from parallel programming techniques. By utilizing parallel functional programming, data scientists can accelerate their computations and handle large-scale datasets more efficiently.
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Game Developers: Real-time simulations and graphics rendering in games require high-performance computing. Parallel functional programming can aid game developers in optimizing computations, improving game graphics, and creating realistic simulations.
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Financial Analysts: Financial modeling and risk analysis often involve complex calculations that can be parallelized. Parallel functional programming can help financial analysts process large amounts of data in parallel, leading to faster and more accurate financial forecasts.
04
Machine Learning Engineers: Training machine learning models is a computationally demanding task. Parallel functional programming can enable machine learning engineers to distribute the training process across multiple cores or machines, reducing the overall training time and improving the scalability of their models.
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High-Performance Computing Researchers: Researchers working on solving complex scientific or engineering problems using high-performance computing can leverage parallel functional programming to take advantage of parallel architectures and algorithms. This can lead to significant speedup in their simulations and enable them to tackle larger and more complex problems.
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Parallel functional programming is a programming paradigm that allows multiple functions to be executed concurrently in order to improve performance and efficiency.
Developers and programmers who are seeking to optimize their code and make it more efficient may choose to utilize parallel functional programming.
To implement parallel functional programming, developers can use libraries or frameworks that support parallel execution, such as Java's Stream API or Python's Multiprocessing module.
The purpose of parallel functional programming is to take advantage of multi-core processors and distributed systems to speed up computations and improve overall performance.
Information related to the functions being executed, data dependencies, and any synchronization mechanisms used to coordinate parallel execution.
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