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所在平台: Udemy |
课程主页: https://www.udemy.com/course/visualization-for-data-science-using-python/
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课程名称：使用Python进行数据科学可视化 课程概述：本课程旨在通过有趣和简单的方式帮助学习者掌握数据科学中的可视化技能。课程包含60多节课，总计15小时的高质量视频和文字讲解，内容涵盖统计学和可视化的各个方面。课程主题分为以下几个部分： 1. 数据类型：包括随机变量、离散数据、连续数据、分类数据、数值数据、名义数据、顺序数据、定性和定量数据类型。 2. 数据可视化：学习条形图、饼图、直方图和箱线图等可视化工具。 3. 数据分析：包括均值、中位数、众数、四分位间距和箱线图的应用。 4. 数据分布：了解标准差、方差、变异系数、协方差、正态分布和z分数等概念。 5. 卡方分布和拟合优度检验。 6. 散点图：一维、二维和三维散点图。 7. 配对图和箱线图的使用。 8. 小提琴图的制作。 9. 对鸢尾花数据集和Haberman数据集的端到端探索性数据分析。 10. 主成分分析及MNIST数据集的应用。 在每个部分中，你将获得： - 基础知识的讲解，理解每个主题的直觉。 - 视频讲座，通过多个真实案例讲解概念。 - 详细示范例子，展示不同的问题提问和解决方法。 - 逻辑紧密相连的概念，逐步构建知识体系。 加入我们吧！期待在课程中与大家见面，体验这个精心设计的有趣又易于理解的课程。 你将获得的其他内容： - 终身访问课程资料。 - 友好的问答支持。 - 可下载的Udemy完成证书。 - 30天退款保证。
VISUALIZATION FOR DATA SCIENCE USING PYTHON IS SET UP TO MAKE LEARNING FUN AND EASYThis 60+ lesson course includes 15 hours of high-quality video and text explanations of everything under Statistics and Visualization. Topic is organized into the following sections:Data Type - Random variable, discrete, continuous, categorical, numerical, nominal, ordinal, qualitative and quantitative data types.Visualizing data, including bar graphs, pie charts, histograms, and box plotsAnalyzing data, including mean, median, and mode, IQR and box-and-whisker plotsData distributions, including standard deviation, variance, coefficient of variation, Covariance and Normal distributions and z-scoresChi Square distribution and Goodness of FitScatter plots - One, Two and Three dimensionalPair plotsBox plotsViolin plotsEnd to end Exploratory Data Analysis of Iris datasetEnd to end Exploratory Data Analysis of Haberman datasetPrinciple Component Analysis and MNIST dataset.AND HERE'S WHAT YOU GET INSIDE OF EVERY SECTION:We will start with basics and understand the intuition behind each topicVideo lecture explaining the concept with many real life examples so that the concept is drilled inWalkthrough of worked out examples to see different ways of asking question and solving themLogically connected concepts which slowly builds up Enroll today! Can't wait to see you guys on the other side and go through this carefully crafted course which will be fun and easy.YOU'LL ALSO GET:Lifetime access to the courseFriendly support in the Q & A sectionUdemy Certificate of Completion available for download30-day money back guarantee
