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My understanding of the software industry and big data

2025-01-18 Update From: SLTechnology News&Howtos shulou NAV: SLTechnology News&Howtos > Internet Technology >

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Understanding the Software Industry

The software industry as a whole can be summarized in four words: requirements, architecture, tools, and algorithms.

Demand is the driving force behind the software industry, and changes in demand lead to advances in architecture, tools, and algorithms.

Architecture at this level, mainly involved in a problem-solving ideas and strategies, the birth of a good architecture from the requirements and technology in-depth understanding, but not too closely related to the specific technology implementation.

Tools are demand-driven, the creation of tools will be limited by architecture, and different tools are generally better at one area.

The progress of algorithm depends on the basic discipline and is the optimization of specific problems.

In short, whether it is requirements, architecture, tools, or algorithms, there are few leaps and bounds of progress and innovation, and most of them are improvements on the basis of previous ones.

Understanding Big Data

HDFS (Distributed File System) for big data is actually a file system implemented on top of the Linux file system according to the principles of its file system, and the processing of network-related content is added. This is why understanding and familiarizing yourself with the implementation details of Linux file systems is helpful for learning big data.

HDFS manages an array of disks regardless of the computing power of each node host. With the addition of parallel computing technology, the computing power of each node host was utilized, and it gradually evolved into the current Hadoop.

From the above point of view, there is not much new in big data, and the most critical part is machine learning. That's the deciding part of staying on top of big data.

By Insignia

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