Data Modeling, Transformation, and Serving

DeepLearning.AI via Coursera

Go to Course: https://www.coursera.org/learn/data-modeling-transformation-serving

Introduction

Model and transform data based on stakeholder needs to deliver business value

Choose the appropriate data processing tools for your architecture design

Process data for batch analytics and machine learning data pipelines using distributed and non-distributed processing frameworks

Syllabus

Data Modeling & Transformations for Analytics

Data Modeling & Transformations for Machine Learning

Data Transformations & Technical Considerations

Serving Data

Overview

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 a

Skills

Reviews

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

Final capstone project combined all learn concepts.