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Course Outline

Introduction

Advanced Data Science Concepts

  • Understanding Plotly and Dash
  • Overview of Pandas
  • Overview of Numpy

Foundations of Plotly

  • Creating Plots
  • Generating Heatmaps

Setting Up the Development Environment

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

Core Components of Dash

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

Building Dash Dashboards

  • Fetching data from APIs
  • Creating a Binance dashboard
  • Linking Dash components
  • Integrating Alpha Vantage
  • Data cleaning techniques
  • Managing callback logic
  • Dynamically updating graphs
  • Handling layout updates

Deployment Strategies

  • Implementing application authorization
  • Deploying applications on Heroku

Summary and Wrap-up

Requirements

Prerequisites

  • Proficiency in Python

Target Audience

  • Data Analysts
 14 Hours

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