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 Duration 14 hours

Course Outline

Introduction

Deep Dive into Data Science

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

Fundamentals of Plotly

  • Creating Plots
  • Generating Heatmaps

Setting Up the Development Environment

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

Core Dash Components

  • Utilizing dropdown and slider components
  • Handling uploads of CSV, XLS files, and images
  • Managing Dash layouts
  • Transforming Plotly plots into dashboards
  • Implementing callbacks
  • Processing inputs and outputs

Constructing Dash Dashboards

  • Retrieving data from APIs
  • Creating a Binance dashboard
  • Integrating Dash components
  • Utilizing Alpha Vantage
  • Data cleaning techniques
  • Managing callbacks
  • Dynamically updating graphs
  • Handling layout updates

Deployment Strategies

  • Managing application authorization
  • Deployment using Heroku

Summary and Concluding Remarks

Requirements

Prerequisites

  • Proficiency in Python

Target Audience

  • Data Analysts

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