Courses

You can find roadmaps for many tracks

Artificial Intelligence

Mathematics

Textbooks:

o Mathematics for machine learning - Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong

https://mml-book.github.io/

o Linear Algebra Done Right by Axler

https://linear.axler.net/

Courses:

o Mathematics for Machine Learning Specialization – Coursera

https://www.coursera.org/specializations/mathematics-machine-learning

Calculus

o Essence of calculus – 3Blue1Brown

https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr

o Calculus 1- khanacademy

https://www.khanacademy.org/math/calculus-1

Linear Algebra

o Essence of linear algebra - 3Blue1Brown

https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab

o Linear algebra – khanacademy

https://www.khanacademy.org/math/linear-algebra

Statistics and Probability

https://www.khanacademy.org/math/statistics-probability

Python:

Textbook:

o A Practical Introduction to Python Programming

https://www.brianheinold.net/python/python_book.html

Courses:

o Python for Everybody Specialization

https://www.coursera.org/specializations/python

o Crash Course on Python

https://www.coursera.org/learn/python-crash-course

o Statistics with Python Specialization

https://www.coursera.org/specializations/statistics-with-python

Machine Learning

Textbooks

o Elements of Statistical Learning by Tibshirani et al.

https://web.stanford.edu/~hastie/ElemStatLearn/

o Pattern Recognition and Machine Learning, Bishop

https://www.microsoft.com/en-us/research/people/cmbishop/prml-book/

o Stanford’s CS229 (Machine Learning) Course Notes

http://cs229.stanford.edu/syllabus

Courses

o Machine Learning, Andrew Ng

https://www.coursera.org/learn/machine-learning

o Machine Learning A-Z,

https://www.udemy.com/course/machinelearning

Deep Learning

Textbook

o Dive into Deep Learning

https://d2l.ai/

Courses

o Deep Learning Specialization

https://www.deeplearning.ai/program/deep-learning-specialization/

o Deep Learning A-Z

https://www.udemy.com/course/deeplearning/

o MIT 6.S191 Introduction to Deep Learning

http://introtodeeplearning.com/

https://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI

Natural Language Processing

o Natural Language Processing Specialization – deeplearing.ai

https://www.deeplearning.ai/program/natural-language-processing-specialization/

Computer Vision

o CS231n: Convolutional Neural Networks for Visual Recognition

http://cs231n.stanford.edu/

For more practicing

https://www.fast.ai/

TensorFlow Developer Professional Certificate

https://www.deeplearning.ai/program/tensorflow-developer-professional-certificate/

TensorFlow: Data and Deployment Specialization

https://www.deeplearning.ai/program/tensorflow-data-and-deployment-specialization/

Reinforcement Learning Specialization

https://www.coursera.org/specializations/reinforcement-learning

https://deepmind.com/learning-resources/reinforcement-learning-series-2021

https://www.udemy.com/course/deep-reinforcement-learning-in-python/

https://www.udemy.com/course/artificial-intelligence-reinforcement-learning-in-python/

https://www.udacity.com/course/reinforcement-learning--ud600

https://www.youtube.com/watch?v=Mut_u40Sqz4

https://www.youtube.com/watch?v=93M1l_nrhpQ

Data Science

o Database and SQL for Data Science

https://bit.ly/2zUk0zL

o Introduction to Data Science

https://bit.ly/32Nyj59

o Tableau Data Visualization

http://bit.ly/3jc74aW

o Data Analytics with Excel

https://bit.ly/2FYnZOY

o Python for Everybody

https://bit.ly/3j2HPqH

o Crash Course on Python

https://bit.ly/2RIMqm7

o Data Analysis with Python

https://bit.ly/3geiVDG

o AWS Fundamentals

https://bit.ly/35PUhq9

o Getting Started with Azure

https://bit.ly/35UZU6f

o Data Analysis and Presentation Skills

http://bit.ly/2YFyuwx

Embedded Systems Courses

1. C Programming and Embedded C

• Introduction to C Programming Arabic Amr Ali (Arabic)

https://lnkd.in/eTn3fVUa

• Arabic C programming tutorials (Arabic)

https://lnkd.in/egW-gVng

• pointers (English)

https://lnkd.in/eDDW8-RP

• Introduction to Data Structures Ph.D Waleed Yousef

https://lnkd.in/eqw_KyCG

• Problems Solutions

https://lnkd.in/eb28pX8t

• Hakerrank site to solve C problems and learn how to think.

https://lnkd.in/e-RDzXtM

2) Embedded C and Embedded interfacing

• Embedded System Course 2015 - Arabic

https://lnkd.in/enuv32Zn

• Embedded C Programing - ATMEL AVR(Arabic)

https://lnkd.in/ezvxzFcB

• Embedded System Design using AVR Microcontroller (Arabic)

https://lnkd.in/eaDUt7sd

• Embedded system course in Arabic

https://lnkd.in/eGMVU5tf

• Embedded C (Arabic)

https://lnkd.in/eQfhznRp

• Microcontroller and Interface

https://lnkd.in/eXxRnSNu

Systems Course - PIC Microcontrollers Tutorials [Arabic]

https://lnkd.in/eEgP8kkF

• Embedded Systems Minutes (ESM)

https://lnkd.in/ed9_Njgh

3) ARM Cortex-M4

https://lnkd.in/exY28uas

• Modern Embedded Systems Programming Course

https://lnkd.in/e2Y3QuyX

4) Operating system (free RTOS )

• RTOS Course (Arabic)

https://lnkd.in/eB9kPtRp

• introduction to Embedded Real Time Operating systems (Arabic)

https://lnkd.in/enDhNRNz

• RTOS Quantum Leaps, LLC (English)

https://lnkd.in/e-ya69fz

• Real Time Operating Systems Concepts (RTOS)Series

https://lnkd.in/eDdhG5pk

• ITI operating system

https://lnkd.in/ebB-4gBk

5) AUTOSAR videos (Advanced )

https://lnkd.in/euyxxWgJ