YoVDO

Data Science Foundations: Data Engineering

Offered By: LinkedIn Learning

Tags

Data Science Courses Big Data Courses Data Engineering Courses Data Migration Courses Data Cleansing Courses Data Profiling Courses

Course Description

Overview

Discover the basics of big data with a data science expert. Learn about how to perform core data engineering tasks including staging, profiling, cleansing, and migrating data.

Syllabus

Introduction
  • Welcome
  • What you should know before watching this course
  • Using the exercise files
1. Ecosystem Overview
  • Data science system overview
  • Star schema design overview
  • Where does data engineering fit?
  • Components of a good data pipeline
  • Environment setup
2. Staging Data
  • Loading and profiling data
  • Data quality testing
3. Cleansing Data
  • Adding data types
  • Handling missing values
  • Verifying addresses
4. Conforming Data
  • Performing master data lookups
  • Handling inferred members
5. Delivering Analytical Data Sets
  • Loading the star schema
  • Loading dimension tables
  • Loading fact tables
  • Creating views
Conclusion
  • Next steps

Taught by

Ben Sullins

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