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所在平台: Udemy |
课程主页: https://www.udemy.com/course/python-programming-using-google-cloud-colab/
课程评论:没有评论
课程名称:14天精通Python:Numpy、Pandas、Seaborn、正则表达式及面向对象编程 课程概述: Python是一种自1991年成立以来便受到广泛欢迎的高级动态编程语言。Python的名字源于喜剧电视节目《蒙提·派森的飞行马戏团》。如今,Python已成为全球各大组织广泛使用的编程语言,并且在软件行业中名列前茅。Python在人工智能、数据科学、移动应用、Web开发和机器学习等多个领域中被誉为首选编程语言。因此,对于希望在软件行业发展或已在IT行业工作的人来说,学习Python变得至关重要。即使是编程新手,这门课程也是良好的起步点。 本课程的一个关键特点是采用基于Google云的开发环境Colab。通过这种方式,您无需下载任何内容即可开始学习,且可以通过电子邮件访问浏览器中的开发环境。随着越来越多的公司“大力”拥抱云计算,程序员获得云编程知识和技能变得愈发重要。 课程内容包括: - 变量 - 运算符 - 条件语句 - for和while循环 - 函数 - 四种数组类型:列表、元组、集合和字典 - NumPy:学习数组的形状、迭代、连接、切分、搜索和排序等操作 - Pandas:使用Pandas进行数据分析 - 数据可视化:通过matplotlib、seaborn、altair、dash、bokeh等工具进行 - 正则表达式(RegEx) - 递归、lambda函数等不同的函数 - 面向对象编程(OOP):基础与高级概念,包括用户自定义或扩展数据结构 Python的易用性源于其优秀的可读性和丰富的标准库,使编程更加轻松。同时,Python在各种操作系统上具有良好的可移植性和交互性,用户友好的数据结构也可轻松实现。此外,Python支持面向对象编程,适用于多个不同领域。 Python的应用: Python的普及使其成为开发多种应用的有效工具。丰富的库和框架选择使其在数据分析和机器学习领域极为有用。这些库可用于自然语言处理、语音合成、复杂数据分析等多种目的。Python还被应用于原型设计和脚本编写,助力嵌入式应用的发展。因此,Python的流行极大便利了需要更容易维护和高效多功能性的应用程序的开发。
Python is a high level dynamic programming language founded in 1991. The inspiration for the name ‘Python' was from the comedy television show Monty Python's Flying Circus. Today, Python is a very popular programming language which is extensively used in many organizations around the world and is one of the top programming languages in the software industry today.Notably, Python has emerged as the No. 1 Programming language of choice across domains like artificial intelligence, data science, mobile applications, web development and machine learning. Hence, learning python has become a necessity for those aspiring for a career in software industry and for those who are already in the IT industry. Even if you are new to programming, this course is a good starting point.A key aspect of the course is the use of google cloud based development environment - colab. You may wonder what is the big deal. Well, for starters, you don't need to download anything to get started. You will use a development environment that can be accessed on your browser using your email id. As more and more companies embrace cloud in a big way, it has become imperative for programmers to gain knowledge and expertise to code in cloud.The course covers the following concepts:· Variables· Operators· Conditional statements· For and While Loops· Functions· Four types of Arrays - List, Tuple, Set and Dictionary· NumPy· In NumPy, we will cover, how to shape arrays, iterate arrays, joining arrays, splitting arrays, searching arrays and sorting arrays.· Pandas· We will also explain data analysis using pandas· Data visualization using matplotlib, seaborn, altair, dash, bokeh. Regular Expressions (RegEx). Different functions like recursive, lambda functions in addition to regular functions. OOP (Object Oriented Programming) - Basic & Advanced OOP concepts. User defined or Extended Data StructureBut what are the features that make Python so easy to use?One of the biggest advantages Python has over other programming languages is its readability and large standard library that makes coding easier. It is portable and interactive across various operating systems and has user friendly data structures that can be easily implemented. Moreover, Python also supports object oriented programming and has applications that varies across several different fields.Applications of PythonPython's popularity has made it a very useful tool to develop many applications. The wide selection of libraries and frameworks available makes it one very useful in the field of data analysis and machine learning. These libraries can be used for various purposes such as natural language process, speech synthesis, complex data analysis and so on. Python is also used in prototyping and scripting which helps in the development of embedded applications. Thus, the popularity of python is greatly beneficial for applications that require easier code maintenance and efficient versatility.