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Real-Time Dashboards in Python: Streamlit & Live Data · LearnSpace
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Real-Time Dashboards in Python: Streamlit & Live Data

Курс от Board Infinity
Средний≈ 8.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This fully hands-on course teaches learners to build production-quality real-time dashboards using Streamlit, connecting to live data sources that update automatically without page refreshes. Using a single progressively built project — a Real-Time Global Cryptocurrency Exchange Dashboard — learners will master every critical real-time pattern: WebSocket streaming, REST API polling, st.fragment for partial reruns, live-updating charts with Plotly, alert systems, and multi-page dashboard architecture. The crypto project is ideal because it provides genuinely live 24/7 data (price tickers, order books, trading volume, social sentiment) across multiple data source types — WebSockets for sub-second price feeds, REST APIs for historical OHLCV data, and web-scraped sentiment from social platforms. Every concept is demonstrated by adding a new real-time widget or page to the dashboard. By course end, learners will have a deployed, portfolio-ready real-time analytics platform and the skills to build live dashboards for any domain. Disclaimer: This is an independent educational resource created by Board Infinity for informational and educational purposes only. This course is not affiliated with, endorsed by, sponsored by, or officially associated with any company, organization, or certification body unless explicitly stated. The content provided is based on industry knowledge and best practices but does not constitute official training material for any specific employer or certification program. All company names, trademarks, service marks, and logos referenced are the property of their respective owners and are used solely for educational identification and comparison purposes.

Навыки, которые вы освоите

DashboardReal Time DataData PersistenceRestful APIPlotlyApplication DeploymentLive StreamingNumPyTechnical AnalysisData AnalysisUI ComponentsPython ProgrammingHeat MapsEvent MonitoringData VisualizationPandas (Python Package)ScalabilityDashboard CreationData Modeling

Программа курса

4 модулей · 37 учебных материалов

01Streamlit for Real-Time — Foundations & Live Data Ingestion9 материалов

Why Visualization & Storytelling Matter

Anatomy of a Real-Time DashboardВидеоMeet the Project — Crypto Exchange DashboardВидеоStreamlit's Execution Model for Real-TimeВидеоFetching Live Crypto Prices from CoinGecko APIВидео

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Board Infinity

Instructor

Real-Time Dashboards in Python: Streamlit & Live Data
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в новой вкладке

Обучение на Coursera

≈ 8.7 ч

4 модулей

Язык: Английский

Часть программы вашего университета
Streamlit for Real-Time - Foundations & Live Data IngestionЗадание
Caching Strategies for Real-Time AppsВидео
Mastering Session State for Live DataВидео
Building the Multi-Page Dashboard ShellВидео
Building the Live Price Ticker BarЗадание
02 Live Visualizations & Streaming Charts9 материалов

Comparison & Ranking Charts

Historical Data Pipeline — OHLCV from Binance APIВидеоLive Candlestick Chart with PlotlyВидеоStreaming Line Chart — Live Price CurveВидеоMarket Heatmap — Top 100 Crypto PerformanceВидео Live Visualizations & Streaming ChartsЗаданиеBackground WebSocket Thread in StreamlitВидеоBuilding the Live Trade Feed WidgetВидеоFetching & Parsing Order Book DataВидеоIntroduction to WebSocket StreamingЗадание
03Portfolio Tracker, Sentiment & Alerts9 материалов

Comparison & Ranking Charts

Building the Live Depth ChartВидеоOrder Book Heatmap & Whale DetectionВидеоPortfolio Data Model & Input UIВидеоLive P&L CalculationsВидеоPortfolio Tracker, Sentiment & AlertsЗаданиеFetching Crypto Sentiment DataВидеоBuilding the Sentiment Dashboard PageВидеоCombining Sentiment with Price SignalsВидеоPortfolio VisualizationsЗадание
04Performance Optimization & Deployment10 материалов

Comparison & Ranking Charts

Designing the Alert EngineВидеоReal-Time Alert MonitoringВидеоAlert History & Management DashboardВидеоProfiling & Identifying BottlenecksВидеоAdvanced Fragment PatternsВидеоPerformance Optimization & DeploymentЗаданиеResponsive Dashboard LayoutВидеоUser Preferences & CustomizationВидеоMonitoring, Scaling & Next StepsВидеоEfficient Data ManagementЗадание