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Python Interactive Dashboards with Plotly Dash · LearnSpace
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Python Interactive Dashboards with Plotly Dash

Курс от Packt
Средний≈ 10.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. Unlock the power of data visualization with Python and Plotly Dash. This course walks you through building fully interactive, production-ready dashboards that bring your data to life. You’ll gain hands-on experience crafting visual analytics, using real-world datasets, and customizing your dashboards to suit your needs. Starting with a Python refresher, you’ll set up your environment and revisit essential programming concepts. Then, you’ll dive into Plotly Dash, learning to create layouts, integrate HTML and core components, and design callbacks that respond dynamically to user input. Each section builds toward practical application, with step-by-step guidance through building charts, forms, and interactions. The course features two major capstone projects—one based on avocado prices and another tracking life expectancy—plus two detailed case studies including a live financial dashboard and an interactive map. Bonus material introduces Jupyter Dash, extending your toolkit for development. Designed for intermediate Python users, this course is perfect for data analysts, business intelligence professionals, and developers who want to build interactive web-based data apps. Prerequisites include basic Python knowledge and familiarity with data structures and functions.

Навыки, которые вы освоите

Dashboard CreationInteractive Data VisualizationReal Time DataHypertext Markup Language (HTML)PlotlyDashboardJupyterData Visualization SoftwareHTML and CSSUI ComponentsData StructuresPlot (Graphics)Python Programming

Программа курса

11 модулей · 54 учебных материалов

01Let's Get Started4 материалов

Let's Get Started

Introduction to the Course 'Python Interactive Dashboards with Plotly Dash'ЧтениеIntroductionВидеоFull Course ResourcesЧтениеCourse OverviewВидео
02Python Crash Course

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Packt - Course Instructors

Преподаватель курса

Python Interactive Dashboards with Plotly Dash
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 10.1 ч

11 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Индонезийский, Испанский, Японский, Казахский

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7 материалов

Python Crash Course

Setting Up Python EnvironmentВидеоOverview of Data Types, Numeric, Define VariablesВидеоStrings, Common Functions, and MethodsВидеоLists, Tuples, Sets, Dictionaries, BooleansВидеоIf Statements, LoopsВидеоDefine Functions, Use PackagesВидеоInstalling and Using Anaconda for Python Data ScienceDIALOGUE
03Introduction to Plotly Dash3 материалов

Introduction to Plotly Dash

What is DashВидеоCreating Your First DashboardВидеоBuilding Your First Dashboard with DashDIALOGUE
04Building the Layout of Dashboards4 материалов

Building the Layout of Dashboards

HTML Components OverviewВидеоCore Components OverviewВидеоBuilding a Basic Dash App Layout with HTML ComponentsDIALOGUEAssessment 1Задание
05Making Dashboards Interactive with Callbacks7 материалов

Making Dashboards Interactive with Callbacks

Introduction to CallbacksВидеоBuilding Callbacks with Single Input and OutputВидеоCreating Interactive Plotly FiguresВидеоBuilding Callbacks with Multiple Inputs and OutputsВидеоChaining Callbacks' Inputs and OutputsВидеоControlling Callbacks with States (Button)ВидеоCreating Interactive Dashboards with Callback FunctionsDIALOGUE
06Capstone Project I2 материалов

Capstone Project I

Avocado Prices Dashboard OverviewВидеоBuilding an Interactive Dashboard with DashDIALOGUE
07Customizing the Look of Dashboards7 материалов

Customizing the Look of Dashboards

Customizing with Inline CSSВидеоCustomizing with External CSSВидеоCreating a Grid LayoutВидеоBuilding a Navigation BarВидеоBuilding a Deck of CardsВидеоCustomizing Dashboards with CSS Inline StylingDIALOGUEAssessment 2Задание
08Case Study I: Creating an Interactive Map Dashboard6 материалов

Case Study I: Creating an Interactive Map Dashboard

Setting Up the Layout: RangeSliderВидеоSetting Up the Layout: Choropleth MapВидеоSetting Up the Layout: DataTableВидеоAdding Callbacks: Update the MapВидеоAdding Callbacks: Update the DataTableВидеоBuilding an Interactive Dashboard with DashDIALOGUE
09Case Study II: Building a Live Updating Financial Dashboard7 материалов

Case Study II: Building a Live Updating Financial Dashboard

Setting Up the Layout: Input and ButtonВидеоSetting Up the Layout: Candlestick and DataTableВидеоSetting Up the Layout: TabsВидеоSetting Up the Layout: IntervalВидеоAdding Callbacks: Live Update the ChartВидеоAdding Callbacks: Live Update the DataTableВидеоCreating a Financial Dashboard with Python DashDIALOGUE
10Capstone Project II3 материалов

Capstone Project II

Life Expectancy Dashboard OverviewВидеоBuilding an Interactive Dashboard with Advanced UI ComponentsDIALOGUEAssessment 3Задание
11Bonus Materials4 материалов

Bonus Materials

Introduction to Jupyter DashВидеоConclusion to the Course 'Python Interactive Dashboards with Plotly Dash'ЧтениеFull Course Practice AssessmentЗаданиеFull Course AssessmentЗадание