ahmedshaaban1999/Data_Engineering_Mentorship

Data engineering mentorship program

Learning Resources

This repository contains a list of learning resources organized by levels for various topics. Choose the level that matches your skill and knowledge to find appropriate resources for your learning journey. You don't need to finish all the resources in each topic, they have the same information but in different styles so everyone can choose what works for him/her best.

Level 1

Python

• Python Basics for Data Science
• [ تعليم الألة , القسم الثالث بايثون ] (https://www.youtube.com/playlist?list=PL6-3IRz2XF5UM-FWfQeF1_YhMMa12Eg3s)
• [ Python - The Basics - Part 2 | السوعبان صديقى ] (https://www.youtube.com/watch?v=mlbe7Vxr7yA)

SQL

• SQLZoo (Practice)
• SQLBolt
• Mode SQL Tutorial
• LeetCode Database Problems
• HackerRank SQL problems
• "Learning SQL, 2nd Edition" (Skip Chapters 1, 2, 15)
• "Database System Concepts, 7th Edition" (Chapters 3, 4, 5, 15, 16)
• CMU - Intro to Database Systems Advanced | (First 15 sessions or at least the first 2 sessions)

Data Modeling

• Data Modeling Essentials, 3rd edition Advanced (Chapters 1,2,3,5,6,8,10,11,12)
• The Data Warehouse Toolkit (Chapters 1,2,3,4,5)
• Bank Data Model
• Data Warehousing Tutorial Videos
• Garage Education

Docker

• Docker سلسلة تعلم
• Docker Essentials
• Working with Containers, Docker, and the IBM Cloud Container Registry

Spark

• Spark Foundation Training
• Apache Spark & Scala Tutorial Videos (2022 Updated)
• Spark Fundamentals
• SparkByExamples - Spark Tutorials
• "Learning Spark"
• "Apache Spark with Python - Big Data with PySpark and Spark" (Course)

HDFS

• "Hadoop: The Definitive Guide 4th Edition" (Part 1 only)
• Hadoop Foundation Training (Hadoop basics only)
• Introduction to Hadoop

Hive

• Hive Tutorial

MySQL

• MySQL Full Course 2023 | MySQL Tutorial For Beginners | SQL Full Course | SQL Training | Simplilearn

Data Quality

• How And Why Data Engineers Need To Care About Data Quality Now And How To Implement It - Seattle Data Guy
• Understanding Data Quality: Ensuring Accuracy, Reliability, and Consistency

Level 2

Version Control

• Atlassian Git Tutorial

Linux

• Getting started with Linux Terminal Commands
• Bash Scripting Tutorial for Beginners

File Formats

• Introduction to the Avro Data Format
• Demystifying the Parquet File Format
• Cambridge Spark Free Webinar - Making Sense of Big Data File Formats
• Parquet, Avro, RC, ORC File Formats in Hadoop
• The Parquet Format (Databricks) (till 30:14)

Apache Airflow

• Airflow Tutorial for Beginners
• Apache Airflow Udemy Course
• "Data Pipelines with Apache Airflow"

MongoDB

• Complete MongoDB Tutorial
• MongoDB Documentation

Kafka

• Kafka Foundation Training
• Apache Kafka 101 for Beginners Course Trailer (2023)
• "Apache Kafka: The Definitive Guide"

PostgreSQL

• PostgreSQL Documentation
• "PostgreSQL Up and Running - 2nd Edition"

Level 3

Networking

• Intro into Networking Fundamentals

Cloud

Amazon Web Services

Cloud Practitioner (Cloud Foundations)

• AWS Skill Builder: Cloud Essentials
• Kenneth Leungty: Certified Cloud Practitioner Notes
• AWS Cloud Practitioner Notes

AWS Certified Data Engineer Associate

• Udemy: AWS Data Engineer Associate Certification Course (Paid)

Contribution

If you have any additional resources or suggestions, feel free to contribute to this list by creating a pull request. Your contributions are highly appreciated!