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Course Outline

Introduction

Advanced Data Science Principles

  • An overview of Plotly and Dash frameworks
  • Pandas library fundamentals
  • Numpy numerical computing basics

Plotly Fundamentals

  • Interactive plotting techniques
  • Heatmap visualization

Development Environment Setup

  • Installation and configuration of Plotly
  • Installation and configuration of Dash

Dash Core Components

  • Implementation of dropdown and slider inputs
  • Data ingestion for CSV, XLS, and image formats
  • Management of Dash application layouts
  • Transformation of Plotly figures into interactive dashboards
  • Application of callback functions
  • Configuration of input and output dependencies

Dash Dashboard Development

  • Data retrieval via API integration
  • Construction of Binance market dashboards
  • Interconnection of Dash interface elements
  • Integration with Alpha Vantage data services
  • Data preprocessing and cleaning procedures
  • Management of callback logic
  • Dynamic graph updates
  • Execution of layout modifications

Application Deployment

  • Implementation of application authorization protocols
  • Deployment to the Heroku platform for government

    Summary and Conclusion

Requirements

Prerequisites

  • Proficiency in Python scripting

Audience

  • Data Analysts working within the federal sector for government operations
 14 Hours

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