Data Engineering Roadmap for beginner

1. Programming Languages

• Python Tutorial - Python for Beginners https://www.youtube.com/watch?v=_uQrJ0TkZlc
• Java Tutorial for Beginners https://www.youtube.com/watch?v=eIrMbAQSU34
• Scala Tutorial for Beginners https://www.youtube.com/watch?v=OfngvXKNkpM
• Python for Data Science - Course for Beginners (Learn Python, Pandas, NumPy, Matplotlib) https://www.youtube.com/watch?v=LHBE6Q9XlzI

2. Learn Linux

Linux Essentials - Beginner Crash Course (Ubuntu) https://www.youtube.com/watch?v=n_2jPbQornY

3. Learn about Data Structures and Algorithms

DATA STRUCTURES you MUST know https://www.youtube.com/watch?v=sVxBVvlnJsM

4. Learn about Core DBMS (Database Management Systems)

Learn RDBMS in 6 minutes https://www.youtube.com/watch?v=t48TGntrX4s

5. Learn SQL

SQL Tutorial - Full Database Course for Beginners https://www.youtube.com/watch?v=HXV3zeQKqGY

6. Data Exploration Libraries (Pandas — NumPy — Spark)

• PySpark Tutorial https://www.youtube.com/watch?v=_C8kWso4ne4
• Data Analysis with Python - Full Course for Beginners https://www.youtube.com/watch?v=r-uOLxNrNk8
• PySpark: https://www.udacity.com/course/learn-spark-at-udacity--ud2002
• Pandas / NumPy: https://www.udemy.com/course/writing-production-ready-etl-pipelines-in-python-pandas

7. Data Warehousing and Data Lake Concepts

• What Is a Data Warehouse? https://www.youtube.com/watch?v=AHR_7jFCMeY
• What is a Data Lake? https://www.youtube.com/watch?v=v3yv88h68GY
• What is ETL | What is Data Warehouse | OLTP vs OLAP https://www.youtube.com/watch?v=oF_2uDb7DvQ

8. Learn about Distributed Computing and Cloud Computing 

Cloud Computing Tutorial for Beginners https://www.youtube.com/watch?v=RWgW-CgdIk0

Distributed Systems | Distributed Computing Explained https://www.youtube.com/watch?v=ajjOEltiZm4

9. Workflow schedulers

Apache Airflow for beginners https://www.youtube.com/watch?v=YWtfU0MQZ_4

10. NoSQL Databases

• Introduction to NoSQL by Martin Fowler https://www.youtube.com/watch?v=qI_g07C_Q5I
• First day with ArangoDB https://www.arangodb.com/learn/first-day/
• Redis Crash Course https://www.youtube.com/watch?v=jgpVdJB2sKQ
  

11. Streaming Systems

Kafka Streams 101: Getting Started https://www.youtube.com/watch?v=y9a3fldlvnI

12. Dashboarding tools

• Google Data Studio Tutorial 2021 – Building Google Analytics Dashboards Step-by-Step https://www.youtube.com/watch?v=KouK1INq7Gg
• Turn An Excel Sheet Into An Interactive Dashboard Using Python (Streamlit) https://www.youtube.com/watch?v=Sb0A9i6d320

14. Data Engineering in the Cloud

AWS Data Engineering Course - Full Course https://www.youtube.com/watch?v=ckQ7d6ca2J0

Google Cloud Platform Full Course https://www.youtube.com/watch?v=IUU6OR8yHCc

Google Cloud Professional Data Engineer https://www.youtube.com/playlist?list=PLrFrRPGXX0xV7jTfXKZfGrYI0UE-MaweY

15. DevOps (Docker — Kubernetes)

Docker and Kubernetes Tutorial | Full Course [2021] https://www.youtube.com/watch?v=bhBSlnQcq2k

16. System Design

System Design Course for Beginners https://www.youtube.com/watch?v=MbjObHmDbZo

System Design Interview – Step By Step Guide https://www.youtube.com/watch?v=bUHFg8CZFws

System Design Mock Interview: Design Instagram https://www.youtube.com/watch?v=VJpfO6KdyWE

This series touches key areas in system design, which are used to design real world systems and interview questions.

1. Load balancing
2. Message Passing
3. Microservice architecture
4. NoSQL databases
5. Distributed Systems

https://www.youtube.com/playlist?list=PLMCXHnjXnTnvo6alSjVkgxV-VH6EPyvoX

[Video Lecture] Học máy thống kê và khoa học phân tích dữ liệu lớn

 

Bài giảng đại chúng “Học máy thống kê và khoa học phân tích dữ liệu lớn” Phần 1

Bài giảng đại chúng “Học máy thống kê và khoa học phân tích dữ liệu lớn” phần 2