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Data Visualization with Python · LearnSpace
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Data Visualization with Python

Курс от IBM
Средний≈ 18.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

One of the most important skills of successful data scientists and data analysts is the ability to tell a compelling story by visualizing data and findings in an approachable and stimulating way. In this course you will learn many ways to effectively visualize both small and large-scale data. You will be able to take data that at first glance has little meaning and present that data in a form that conveys insights. This course will teach you to work with many Data Visualization tools and techniques. You will learn to create various types of basic and advanced graphs and charts like: Waffle Charts, Area Plots, Histograms, Bar Charts, Pie Charts, Scatter Plots, Word Clouds, Choropleth Maps, and many more! You will also create interactive dashboards that allow even those without any Data Science experience to better understand data, and make more effective and informed decisions. You will learn hands-on by completing numerous labs and a final project to practice and apply the many aspects and techniques of Data Visualization using Jupyter Notebooks and a Cloud-based IDE. You will use several data visualization libraries in Python, including Matplotlib, Seaborn, Folium, Plotly & Dash.

Навыки, которые вы освоите

MatplotlibPlotlySeabornHistogramPlot (Graphics)Scatter PlotsDashboard CreationDashboardInteractive Data VisualizationPython ProgrammingData StorytellingData AnalysisData PresentationSpatial Data AnalysisData VisualizationGeospatial Information and TechnologyGraphingData Visualization Software

Программа курса

5 модулей · 76 учебных материалов

01Introduction to Data Visualization Tools16 материалов

Welcome to the Course

Welcome to the CourseВидеоCourse OverviewЧтение

Introduction to Data Visualization

Overview of Data VisualizationВидеоExploring the World of Data Visualization with PythonDIALOGUE

Учитесь у экспертов

Saishruthi Swaminathan

Data Scientist and Developer Advocate

Data Visualization with Python
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Обучение на Coursera

≈ 18.9 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, Узбекский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Вьетнамский, Нидерландский, Корейский, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Венгерский, Польский

Часть программы вашего университета
Types of PlotsВидео
Plot LibrariesВидео
Introduction to MatplotlibВидео
Basic Plotting with MatplotlibВидео
Dataset on Immigration to CanadaВидео
Line PlotsВидео
Practice Quiz: Introduction to Data VisualizationЗадание
Hands-on Lab: Exploring and Pre-processing a Dataset using PandasВнешний инструмент
Hands-on Lab: Introduction to Matplotlib and Line PlotsВнешний инструмент
Summary: Introduction to Data Visualization ToolsЧтение
Cheat Sheet: Data Preprocessing Tasks in Pandas & Plot LibrariesЧтение
Graded Quiz: Introduction to Data Visualization ToolsЗадание
02Basic and Specialized Visualization Tools16 материалов

Basic Visualization Tools

Area PlotsВидеоHistogramsВидеоBar ChartsВидеоHands-on Lab: Area Plots, Histograms, and Bar ChartsВнешний инструментPractice Quiz: Basic Visualization ToolsЗадание

Specialized Visualization Tools

Pie ChartsВидеоBox PlotsВидеоScatter PlotsВидеоUnderstanding Treemaps and Pivot ChartsЧтениеHands-on Lab: Pie Charts, Box Plots, Scatter Plots, and Bubble PlotsВнешний инструментPlotting Directly with MatplotlibВидеоHands-on Lab: Plotting Directly with MatplotlibВнешний инструментPractice Quiz: Specialized Visualization ToolsЗаданиеSummary: Basic and Specialized Visualization ToolsЧтениеCheat Sheet: Plotting with MatplotlibЧтениеGraded Quiz: Basic and Specialized Visualization Tools Задание
03 Advanced Visualizations and Geospatial Data12 материалов

Advanced Visualization Tools

Waffle Charts & Word CloudВидеоSeaborn and Regression PlotsВидеоHands-on Lab: Waffle Charts, Word Clouds, and Regression PlotsВнешний инструментPractice Quiz: Advanced Visualization Tools Задание

Visualizing Geospatial Data

Introduction to FoliumВидеоMaps with MarkersВидеоChoropleth MapsВидеоHands-on Lab: Creating Maps and Visualizing Geospatial DataВнешний инструментPractice Quiz: Visualizing Geospatial DataЗаданиеSummary: Advanced Visualizations and Geospatial DataЧтениеCheat Sheet: Maps, Waffles, WordCloud and SeabornЧтениеGraded Quiz: Advanced Visualizations and Geospatial DataЗадание
04 Creating Dashboards with Plotly and Dash18 материалов

Creating Dashboards with Plotly

Dashboarding OverviewВидеоAdditional Resources for DashboardsЧтениеIntroduction to PlotlyВидеоAdditional Resources for PlotlyЧтениеPlotly Basics: Scatter, Line, Bar, Bubble, Histogram, Pie, SunburstВнешний инструментPractice Quiz: Creating Dashboards with Plotly Задание

Working with Dash

Introduction to DashВидеоUnderstanding the Lab EnvironmentВидеоDash Basics: HTML and Core ComponentsВнешний инструментAdditional Resources for DashЧтениеMake Dashboards InteractiveВидеоAdditional Resources for Interactive DashboardsЧтение
05 Final Project and Exam14 материалов

Practice Project

Practice Project OverviewЧтениеPractice Assignment: Part 1 - Analyzing wildfire activities in AustraliaВнешний инструментPractice Assignment: Part 2 - Creating DashboardsВнешний инструмент

Final Project

Final Project OverviewЧтениеFinal Project Submission Guidelines and DeliverablesЧтение(Optional)Reading: Common Issues in Dash Application ЧтениеFinal Assignment: Part 1 - Create Visualizations using Matplotlib, Seaborn & FoliumВнешний инструментFinal Assignment: Part 2 - Create Dashboard with Plotly and DashВнешний инструментAI Graded: Final Project - Submission and EvaluationВнешний инструмент Final Exam: Data Visualization with Python - Timed QuizЗадание

Course Wrap Up

Course Summary and Next StepsЧтениеCongratulations and Next StepsЧтениеThanks from the Course TeamЧтение

Digital Badge

IBM Digital BadgeЧтение
Add Interactivity: User Input and CallbacksВнешний инструмент
Flight Delay Time Statistics DashboardВнешний инструмент
Practice Quiz: Working with DashЗадание
Summary: Creating Dashboards with Plotly and DashЧтение
Cheat Sheet: Plotly and DashЧтение
Graded Quiz: Creating Dashboards with Plotly and Dash Задание