|
所在平台: Udemy |
课程主页: https://www.udemy.com/course/python-data-visualization-matplotlib-seaborn/
课程评论：没有评论
课程名称：Python数据可视化：Matplotlib与Seaborn大师班 课程概述：本课程为实践导向的项目课程，专为希望掌握数据可视化和商业智能的学习者设计，重点介绍了Python中两个最受欢迎的数据可视化库：Matplotlib和Seaborn。我们将首先快速介绍Python数据可视化框架及最佳实践，并审查基本视觉图表、常见错误及有效沟通与讲故事的技巧。接下来，我们将深入学习Matplotlib基础知识，练习构建和自定义线形图、条形图、饼图及甜甜圈图、散点图、直方图等。课程将对Matplotlib图形的组成部分进行剖析，并介绍常见的图表格式化技巧，随后探索高级自定义选项，如子图、GridSpec、样式表和参数。 最后，我们将介绍Python的Seaborn库，开始构建一些基本图表，然后深入更多高级可视化，如箱型图、小提琴图、PairPlots、热图、FacetGrids等。整个课程中，学习者将扮演Maven Consulting Group的顾问，应用所学技能解决各类真实项目和案例研究，涵盖从酒店客户人口统计到钻石评级、咖啡价格和汽车销售等内容。 课程大纲： 1. Python数据可视化简介 - 学习数据可视化框架和最佳实践，选择合适的图表、应用有效格式及传达清晰的数据驱动故事和见解。 2. Matplotlib基础 - 探索Python的Matplotlib库，构建和自定义多种基本图表类型，包括线形图、条形图、饼图/甜甜圈图、散点图和直方图。 - 项目一：分析全球咖啡市场 - 从一家全球咖啡交易商提供的CSV文件中读取数据，并利用Matplotlib可视化各国的交易量和价格数据。 3. 高级格式化与自定义 - 应用Matplotlib中的高级自定义技术，包括多图表布局、自定义布局和颜色、样式表、网格规范、参数等。 - 项目二：可视化全球咖啡生产 - 继续分析全球咖啡市场，利用高级数据可视化和格式化技巧，构建综合报告以传达关键见解。 4. Seaborn的数据可视化 - 使用Python的Seaborn库可视化数据，构建使用其他图表类型的自定义视觉效果，如箱形图、小提琴图、联合图、配对图、热图等。 - 项目三：分析二手车销售 - 结合使用Seaborn和Matplotlib探讨、分析和可视化汽车拍卖数据，帮助客户识别最佳二手服务车辆交易。 本课程提供7.5小时高质量视频、Python Matplotlib与Seaborn电子书（150多页）、可下载项目文件及解决方案、专家支持及问答论坛，以及30天满意保证。无论你是数据分析师、数据科学家、商业智能专业人士还是数据工程师，如果你想将Matplotlib与Seaborn加入到你的Python数据分析与可视化技能中，本课程将是一个理想的选择！
This is a hands-on, project-based course designed to help you learn two of the most popular Python packages for data visualization and business intelligence: Matplotlib & Seaborn.We'll start with a quick introduction to Python data visualization frameworks and best practices, and review essential visuals, common errors, and tips for effective communication and storytelling.From there we'll dive into Matplotlib fundamentals, and practice building and customizing line charts, bar charts, pies & donuts, scatterplots, histograms and more. We'll break down the components of a Matplotlib figure and introduce common chart formatting techniques, then explore advanced customization options like subplots, GridSpec, style sheets and parameters.Finally we'll introduce Python's Seaborn library. We'll start by building some basic charts, then dive into more advanced visuals like box & violin plots, PairPlots, heat maps, FacetGrids, and more.Throughout the course you'll play the role of a Consultant at Maven Consulting Group, a firm that provides strategic advice to companies around the world. You'll practice applying your skills to a range of real-world projects and case studies, from hotel customer demographics to diamond ratings, coffee prices and automotive sales. COURSE OUTLINE:Intro to Python Data VisualizationLearn data visualization frameworks and best practices for choosing the right charts, applying effective formatting, and communicating clear, data-driven stories and insightsMatplotlib FundamentalsExplore Python's Matplotlib library and use it to build and customize several essential chart types, including line charts, bar charts, pie/donut charts, scatterplots and histogramsPROJECT #1: Analyzing the Global Coffee MarketRead data into Python from CSV files provided by a major global coffee trader, and use Matplotlib to visualize volume and price data by countryAdvanced Formatting & CustomizationApply advanced customization techniques in Matplotlib, including multi-chart figures, custom layout and colors, style sheets, gridspec, parameters and morePROJECT #2: Visualizing Global Coffee ProductionContinue your analysis of the global coffee market, and leverage advanced data visualization and formatting techniques to build a comprehensive report to communicate key insightsData Visualization with SeabornVisualize data with Python's Seaborn library, and build custom visuals using additional chart types like box plots, violin plots, joint plots, pair plots, heatmaps and morePROJECT #3: Analyzing Used Car SalesUse Seaborn and Matplotlib to explore, analyze and visualize automotive auction data to help your client identify the best deals on used service vehicles for the businessJoin today and get immediate, lifetime access to the following:7.5 hours of high-quality videoPython Matplotlib & Seaborn PDF ebook (150+ pages)Downloadable project files & solutionsExpert support and Q & A forum30-day Udemy satisfaction guaranteeIf you're a data analyst. data scientist, business intelligence professional or data engineer looking to add Matplotlib & Seaborn to your Python data analysis and visualization skill set, this is the course for you!Happy learning!-Chris Bruehl (Python Expert & Lead Python Instructor, Maven Analytics)__________Looking for our full business intelligence stack? Search for "Maven Analytics" to browse our full course library, including Excel, Power BI, MySQL, Tableau and Machine Learning courses!See why our courses are among the TOP-RATED on Udemy:"Some of the BEST courses I've ever taken. I've studied several programming languages, Excel, VBA and web dev, and Maven is among the very best I've seen!" Russ C."This is my fourth course from Maven Analytics and my fourth 5-star review, so I'm running out of things to say. I wish Maven was in my life earlier!" Tatsiana M."Maven Analytics should become the new standard for all courses taught on Udemy!" Jonah M.
