Important Notice

This repo is no longer maintained. The latest maintained version can be found here

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.

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

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!