Eng. Hammad-Recommendations

The repo contains books, tutorials and resources based on the recommendations of Eng. Mohammed Hammad

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Index:

• Introduction to Programming
• Programming Paradigms
• Data Structure and Algorithms
• Databases
• Operating Systems
• Distributed Systems
• Build High Quality Software
• Domain Driven Design
• Important Resources in: AI, ML, DS Next Sections
• Probability and Statistics
• Data Science
• Artificial intelligence
• Machine Learning
• Neural Networks and Deep Learning
• Microsoft Technologies

Introduction to Programming

Courses:

• CS50

Programming Paradigms

Stanford Course

• Stanford - Programming Paradigms

Functional Programming

Eng. Mohammed Hammad Playlist

1- Functional Thinking: Paradigm Over Syntax (Book)

2- Functional Programming For The Real World (Book)

3- Category theory for programmers by bartosz milewisky

Object Oriented Programming

1- Head First Object Oriented Analysis and Design

2- Head First Design Pattern 2nd Edition

Data Structure and Algorithms

• MIT Tutorials - Beginner

• Grokking Algorithms (book) - Beginner

• Algorithms Unplugged (book) - Advanced

Databases

Courses

• CMU 15-445/645 Intro to Database Systems (Fall 2019) (Tutorials) - Beginner

• CMU 15-721 Advanced Database Systems (Spring 2020)(Tutorials) - Advanced

Books

• The text book of the previous course

• Concise Guide to Databases A Practical Introduction - Beginner

• Designing Data-Intensive Applications - Graduate level)

• seven databases in seven weeks (to study differences among different databases)

• NoSQL Distilled

Reference Article

Reference Article

Operating Systems

Courses

• CS 162, 2019, UC Berkeley (Tutorials) - Beginner

Videos

Resources

Books

• Introduction to Operating System Design and Implementation (Book) - Beginner

• OPERATING SYSTEMS THREE EASY PIECES (Book) - Beginner

Distributed Systems

• Distributed Systems University of Cambridge - Martin Kleppmann
• Lecture Notes

Build High Quality Software

Martin Fowler books

• Refactoring

• Patterns of Enterprise Application Architecture

• Refactoring to Patterns

• Continuous Integration

• Continuous Delivery

Link for all

Reference Article

Robert Martin

• Clean Code

Reference Articles

• Article 1
• Article 2
• Article 3
• Article 4

• Refactoring To Patterns

• Link

• Reference Article/s

Domain Driven Design

• Domain-Driven Design Distilled (entry)

• implementing domain driven design

• domain driven design, eric evans

Important Resources in: AI, ML, DS (Next Sections)

• https://deep-learning-drizzle.github.io/

Data Science

Books:

• https://jakevdp.github.io/PythonDataScienceHandbook/

Courses:

• Intro to Data Science - Steve Brunton
• MITx 6.00.2x, Introduction to Computational Thinking and Data Science (Tutorials)

Artificial intelligence

Books:

• artificial intelligence a modern approach (Book)

Courses:

• CPSC 322: Introduction to Artificial Intelligence (UBC)

Probability and Statistics

• Deborah J. Rumsey - Probability For Dummies (2006, Wiley) - Beginner

Machine Learning

Probabilistic Machine Learning

The Resources in this section are ordered:

First Check The Article

Then Check Eng. Hammad Lecture

Now Check the Resources Gathered in ORDER:

1- MIT RES.6-012 Introduction to Probability, Spring 2018

2- COMPSCI 188 - 2018-08-23

3- Lecture 11 to 15 only From Stanford CS221

4- Daphne Koller - Graphical Models

5- Probabilistic Machine Learning kevin Murphy BOOK

6- Gaussian Processes for Machine Learning, MIT Press

Machine Learning Courses

• VU Machine Learning 2019

Neural Networks and Deep Learning

Deep Learning Books

• Neural Networks and Deep Learning By Michael Nielsen / Dec 2019 - Beginner

• Deep Learning Book by Aaron Courville, Ian Goodfellow - Advanced

Deep Learning Courses

• Matrix Methods in Data Analysis, Signal Processing, and Machine Learning, Spring 2018
• Deep Learning: CS 182 Spring 2021

Deep Learning in Life Sciences

• MIT Deep Learning in Life Sciences 6.874 Spring 2020 (Tutorials)

Videos

Resources

Microsoft Technologies

Starter Book:

C# 8.0 and .NET Core 3.0 – Modern Cross-Platform Development Build applications with C# NET Core, Entity Framework

Refrenece Article

.NET

Books

• C# 9.0 in a Nutshell - Beginner
• Concurrency in .NET- Manning Publications - Advanced
• CLR via C# - Advanced
• C# in Depth - Advanced

Courses

• Gavin Lon channel on YouTube (Tutorials)

Beginner

Advanced

Reference Articles:

• Article on facebook

• explore more posts here using this filter

SQL Server

• First read those articles

Books

• TSQL Fundamentals - Beginner

• SQL Server Concurrency Locking, Blocking and Row Versioning - Advanced

• Professional SQL Server 2012 Internals and Troubleshooting - Advanced

Eng. Mohamed Hammad Posts

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