返回到 Data Modeling, Transformation, and Serving
DeepLearning.AI

Data Modeling, Transformation, and Serving

In this course, you’ll model, transform, and serve data for both analytics and machine learning use cases. You’ll explore various data modeling techniques for batch analytics, including normalization, star schema, data vault, and one big table, and you’ll use dbt to transform a dataset based on a star schema and one big table. You’ll also compare the Inmon vs Kimball data modeling approaches for data warehouses. You’ll model and transform a tabular dataset for machine learning purposes. You’ll also model and transform unstructured image and textual data. You’ll explore distributed processing frameworks such as Hadoop MapReduce and Spark, and perform stream processing. You’ll identify different ways of serving data for analytics and machine learning, including using views and materialized views, and you’ll describe how a semantic layer built on top of your data model can support the business. In the last week of this course, you’ll complete a capstone project where you’ll build an end-to-end data pipeline that encompasses all of the stages of the data engineering lifecycle to serve data that provides business value.

状态:Data Pipelines
状态:Real Time Data
中级课程小时

精选评论

CC

5.0评论日期:Feb 13, 2025

I like this course since it wrap up everything we learn through these months in the final project.

RG

5.0评论日期:Jul 24, 2025

Starts slow at first but things really start to click and you understand the whole picture towards the end.

AR

5.0评论日期:May 7, 2025

great course very comprehensive, some tasks are maybe to easy so you dont really learn what you are doing if you dont want to

所有审阅

显示:19/19

Fan Wang
2.0
评论日期:Mar 4, 2025
Cheong Wai Ling
1.0
评论日期:Sep 30, 2024
Кирил Милев
1.0
评论日期:Feb 2, 2025
Carolina
5.0
评论日期:Feb 14, 2025
rashid ali
5.0
评论日期:Nov 20, 2024
Piyush Patel
2.0
评论日期:Sep 29, 2024
Maks1111100
5.0
评论日期:Jan 5, 2025
João Paulo Coelho Pinto
5.0
评论日期:Jan 22, 2025
Libby Li
5.0
评论日期:Nov 7, 2024
Mutlu Kurtoglu
3.0
评论日期:Jan 19, 2025
Andre Stenzel
1.0
评论日期:Aug 6, 2025
David Ha
5.0
评论日期:Jan 15, 2025
Yang Ren
5.0
评论日期:Mar 8, 2025
Arseni Riabko
5.0
评论日期:May 8, 2025
Rehanga Gamage
5.0
评论日期:Jul 25, 2025
Julian Elizondo
5.0
评论日期:Sep 2, 2025
Nikita Kiss
5.0
评论日期:Mar 1, 2026
Alex Pajaron
5.0
评论日期:Jan 20, 2025
Ilija Doknic
3.0
评论日期:Oct 12, 2025