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Array Programming: Efficient Data Manipulation and Computation with Advanced Array Techniques
Why This Faster, Memory-Efficient Computation Beyond Element-by-Element Code
Data keeps growing, and code that handles it one element at a time becomes slow, memory-hungry, and hard to maintain. Thinking in whole arrays changes that. You will see how data locality, memory layout, and vectorized computation shape performance, and gain the insight to write cleaner, faster code that makes better use of hardware across scientific, analytical, and engineering work.
What This Book Is Array Programming From Fundamentals to Emerging Trends
Array Efficient Data Manipulation and Computation with Advanced Array Techniques moves through 40 modules in six parts. It begins with core principles, array types, indexing, and arithmetic, then applies them to scientific computing, machine learning, imaging, finance, and signal processing. From there it covers language support, supporting algorithms, strengths and limitations, and emerging directions, giving a practical path from first concepts to confident mastery.
What You Will Applications, Languages, Algorithms, and Trade-Offs
Core memory efficiency, dimensional indexing, broadcasting, and element-wise operations.Memory layouts, strides, and performance tuning for faster, leaner array computation and lower memory use.Real-world applications in linear algebra, data analysis, machine learning, image processing, and finance.Array programming in C++, Julia, MATLAB, and Python, compared side by side.Algorithms for slicing, vectorization, sparse arrays, sorting, searching, parallel processing, and compression.Honest trade-offs, debugging, performance bottlenecks, and trends such as quantum and edge computing.
Data keeps growing, and code that handles it one element at a time becomes slow, memory-hungry, and hard to maintain. Thinking in whole arrays changes that. You will see how data locality, memory layout, and vectorized computation shape performance, and gain the insight to write cleaner, faster code that makes better use of hardware across scientific, analytical, and engineering work.
What This Book Is Array Programming From Fundamentals to Emerging Trends
Array Efficient Data Manipulation and Computation with Advanced Array Techniques moves through 40 modules in six parts. It begins with core principles, array types, indexing, and arithmetic, then applies them to scientific computing, machine learning, imaging, finance, and signal processing. From there it covers language support, supporting algorithms, strengths and limitations, and emerging directions, giving a practical path from first concepts to confident mastery.
What You Will Applications, Languages, Algorithms, and Trade-Offs
Core memory efficiency, dimensional indexing, broadcasting, and element-wise operations.Memory layouts, strides, and performance tuning for faster, leaner array computation and lower memory use.Real-world applications in linear algebra, data analysis, machine learning, image processing, and finance.Array programming in C++, Julia, MATLAB, and Python, compared side by side.Algorithms for slicing, vectorization, sparse arrays, sorting, searching, parallel processing, and compression.Honest trade-offs, debugging, performance bottlenecks, and trends such as quantum and edge computing.
499 pages, Kindle Edition
Published January 5, 2025
About the author
Theophilus Edet
156 books1 followerI'm Theophilus Edet, a Software Engineer and Writer specializing in programming language development, web development, mobile app development, and business process mastery. My passion for empowering individuals with the knowledge to build and optimize their digital endeavors so as to step into glamorous career opportunities led me to create a range of ebooks that provide practical guidance and in-depth explorations. Currently I have written books on programming languages, programming models, web development, JavaScript frameworks, computer science fundamentals, database management, and even personal development.
I love to deliver high quality content, comprehensive information, and valuable insights with my writing.
When I'm not writing, I enjoy exploring new technological advancements and staying up-to-date with the ever-evolving digital landscape, as well as the board game of chess.
I'd love to connect with readers! You can find me on Twitter @TheophilusEdet or visit my author page on Amazon at https://www.amazon.com/stores/Theophi....
I love to deliver high quality content, comprehensive information, and valuable insights with my writing.
When I'm not writing, I enjoy exploring new technological advancements and staying up-to-date with the ever-evolving digital landscape, as well as the board game of chess.
I'd love to connect with readers! You can find me on Twitter @TheophilusEdet or visit my author page on Amazon at https://www.amazon.com/stores/Theophi....
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