Python编程语言在大数据分析中的应用研究

Application Research of Python Programming Language in Big Data Analysis

Python凭借其简洁的语法、丰富的库以及强大的计算能力,在大数据分析领域得到了广泛应用。文中首先介绍了Python在数据预处理、数据挖掘、机器学习等方面的技术优势和常用库;其次探讨了Python在数据可视化、自然语言处理和分布式计算等领域的应用实践和关键技术;最后通过某电商平台的实际案例,展示了Python在实际大数据分析项目中的应用流程和效果。

Python has been widely used in the field of big data analytics with its concise syntax,rich libraries and powerful computing power.This paper first introduces the technical advantages and common libraries of Python in data preprocessing,data mining,machine learning,etc.;secondly,it discusses the application practices and key technologies of Python in the fields of data lake visualization,natural language processing and distributed computing;finally,through the actual case of an e-commerce platform,it shows the application flow and effect of Python in actual big data analytics projects.