W1

Week 1: Data Fundamentals, SQL, and Command Line

By the end of this module you will be able to model data, write complex SQL queries to extract insights, and navigate your system using the command line.

3 videos•31m

3 readings

3 topics

1 homework

Learn

Topics

1.1

Data Modeling & Warehousing Concepts

What is ETL | What is Data Warehouse | OLTP vs OLAP

8 minutes

1.2

Advanced SQL

SQL WITH Clause | Clearly Explained | CTEs vs Subqueries vs Temp Tables | Recursive CTEs

13 minutes

1.3

Command Line (Bash)

60 Linux Commands you NEED to know (in 10 minutes)

10 minutes

Required Reading & References

W2

Week 2: Python for Data Engineering and ETL Principles

By the end of this module you will be able to write Python scripts to extract, transform, and load data between different sources and destinations.

3 videos•61m

3 readings

3 topics

1 homework

Learn

W3

Week 3: Data Orchestration and Cloud Data Warehouses

By the end of this module you will be able to define, schedule, and monitor a data pipeline using Apache Airflow and load data into a cloud data warehouse.

3 videos•92m

3 readings

3 topics

1 homework

Learn

W4

Week 4: Introduction to Big Data Technologies

By the end of this module you will be able to understand the core concepts of distributed computing with Spark and the architecture of a data lake.

3 videos•81m

3 readings

3 topics

1 homework

Learn

Data Engineering Fundamentals

Week 1: Data Fundamentals, SQL, and Command Line

Topics

Required Reading & References

Week 2: Python for Data Engineering and ETL Principles

Week 3: Data Orchestration and Cloud Data Warehouses

Week 4: Introduction to Big Data Technologies

References

Week 1: Week 1: Data Fundamentals, SQL, and Command Line

Week 1: SQL Course Overview - GeeksforGeeks

MySQL Tutorial: Training From Basics to Advanced Techniques

ES|QL processing commands | Elasticsearch Reference

Week 2: Week 2: Python for Data Engineering and ETL Principles

Data Engineering Bootcamp | Transform your career trajectory

How to Build an ETL Pipeline in Python: Step-by-Step Guide |

11 Types Of Python Data Structures For Data Analysis | Airbyte

Week 3: Week 3: Data Orchestration and Cloud Data Warehouses

Data Warehousing Tutorial - GeeksforGeeks

Data Engineering Zoomcamp Week 3 Complete: BigQuery Data ...

Data Warehousing Tutorial - Online Tutorials Library

Week 4: Week 4: Introduction to Big Data Technologies

Big Data Analytics Tutorial - GeeksforGeeks

Introduction to Big Data - CourseraBig Data & Analytics Tutorials - TutorialsPointDIGITAL NOTES ON BIG DATA ANALYTICS (R20A0520) B ... - MRCETBig Data Semester Notes Overview | PDF | Apache Hadoop - ScribdLecture4 big data technology foundations | PDF - SlideShare

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