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所在平台: Udemy |
课程主页: https://www.udemy.com/course/the-ultimate-pandas-bootcamp-advanced-python-data-analysis/
课程评论：没有评论
课程名称：终极Pandas训练营：高级Python数据分析 课程概述：欢迎来到线上学习和掌握使用Pandas和Python进行数据分析的最佳资源。在超过32小时的课程中，您将通过10多个数据集和50多个技能挑战，深入掌握Pandas 1.x，并理解大量计算机科学、统计和编程概念。我们将逐步分析、理解并实践Pandas和Python中的数百种方法、属性和技巧，从而根本改变您处理数据的方式。 在《终极Pandas训练营（2022）》中，您将学习如何解决有趣的现实世界数据问题，而不是使用过时的Pandas版本和单调的数据集。您将接触到各种多样的数据集，从葡萄酒消费、视频游戏销售、SAT分数到股票价格和大学薪资等。数据分析是一门应用科学，因此在每个部分结束时，您将进行技能挑战以练习所学内容，并提供详细的解决方案，常常考虑并比较替代方案。 数据分析是当前所有行业中最需求的技能之一，而Python正日益成为首选编程语言。Pandas作为基于Python的开源库，是Python数据科学社区中最重要的数据分析库。 课程结构与大纲：在超过31小时的学习中，我们将涵盖Pandas的所有内容，从操控序列和数据框到合并数据集、处理时间序列、聚合、过滤、排序等等。课程的前四部分构成核心课程，您将熟悉序列和数据框，并深入理解Pandas的数据结构。 - 序列概述 - 序列方法与处理 - 数据框介绍 - 数据框深入解析 接下来的八个部分将深入更高级的主题，并将您的Pandas技能提升到新的水平，学习如何处理多个数据集、操控时间序列、可视化数据、编写自定义函数以转换数据等。 - 处理多个数据框 - 多维数据处理 - 分组与聚合 - 数据重塑与透视 - 处理日期和时间 - 正则表达式与文本处理 - 数据可视化 - 数据格式与I/O 本课程还将涵盖Python编程语言的完整介绍，以帮助您迅速掌握Python代码的编写。掌握数据分析技术，这是当今最有价值的技能之一。我期待您在课程中精进Pandas的数据分析能力。我们在课堂上见!
Welcome to the best resource online for learning and mastering data analysis with pandas and python.Over 32 hours, 10+ datasets, and 50+ skill challenges, you will gain hands-on mastery of, not only pandas 1.x, but also tens of computer science, statistics, and programming concepts.We will break down, understand, and practice hundreds of methods, attributes, and techniques in pandas and python that will fundamentally change the way you work with data.In The Ultimate Pandas Bootcamp (2022) you won't be working with outdated versions of pandas, writing repetitive commands on the same boring dataset. Instead, you'll learn pandorable and pythonic solutions to interesting, real-world data problems, while working with many diverse datasets that range from wine servings, video game sales, and SAT scores to stock prices, college salaries and more!Data analysis is an applied science, which is why in each section, you'll stop and practice what you learn in dedicated skill challenges, followed by detailed solutions where we often consider and compare alternative solutions.Data analysis is one of the most in-demand skill across all industries and an increasing number of roles. And python is increasingly the language of choice.Pandas is the wonderful open-source library that is the embodiment of those trends: based on the python programming language, pandas is the de facto data analysis library in the python data science community.----- Structure & Curriculum -----Over more than 31 hours, we'll cover everything that pandas has to offer, from manipulating series and dataframes, to merging datasets, handling time series, aggregations, filtering, sorting and much more!The first four sections of the bootcamp constitute the core curriculum. You'll get acquainted with series and dataframes and develop an in-depth understanding of pandas data structures.· Series at a Glance· Series Methods and Handling· Introducing DataFrames· DataFrames More In DepthIn the next eight sections, you will dive into more advanced topics and take your pandas skills to another level, learning how to work with multiple datasets, manipulate time series, visualize data, write custom functions to transform data and much more.· Working With Multiple DataFrames· Going MultiDimensional· GroupBy And Aggregates· Reshaping With Pivots· Working With Dates And Time· Regular Expressions And Text Manipulation· Visualizing Data· Data Formats And I/OPandas and python go hand-in-hand which is why this bootcamp also includes a full-length introduction to the python programming language, to get you up and running writing pythonic code in no time.This is the ultimate course on one of the most-valuable skills today. I hope you commit to mastering data analysis with pandas. See you inside!
