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目录

Introduction

  • Defining Data Science
  • Data Science Ethics
  • Defining Data
  • Introduction to Statistics and Probability

Working With Data

  • Relational databases
  • Non-relational databases
  • Working with Python
  • Preparing data

Data Visualization

  • Visualizing quantities
  • Visualizing distribution
  • Visualizing proportions
  • Visualizing relationships
  • Making Meaningful Visualizations

Lifecycle

  • Introduction to the Data Science lifecycle
  • Analyzing
  • Communication

Cloud Data

  • Why use Cloud for Data Science?
  • Data Science in the Cloud: The "Low code/No code" way
  • Data Science in the Cloud: The "Azure ML SDK" way

In the Wild

  • Data Science in the Real World