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 Duration 14 hours

Course Outline

Introduction

In-Depth Data Science

  • Understanding Plotly and Dash
  • Pandas overview
  • NumPy overview

Plotly Fundamentals

  • Creating Plots
  • Generating Heatmaps

Setting Up the Development Environment

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

Dash Core Components

  • Utilizing dropdown and slider components
  • Uploading CSV, XLS, and image files
  • Managing Dash layouts
  • Transforming Plotly plots into dashboards
  • Implementing callbacks
  • Handling inputs and outputs

Building Dash Dashboards

  • Retrieving data from APIs
  • Constructing a Binance dashboard
  • Linking Dash components
  • Integrating Alpha Vantage
  • Data cleaning processes
  • Managing callbacks
  • Dynamic graph updates
  • Handling layout updates

Deployment Strategies

  • Managing app authorization
  • Deploying applications via Heroku

Summary and Conclusion

Requirements

Prerequisites

  • Familiarity with Python

Target Audience

  • Data Analysts

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