برنامج متسلسل يبدأ من المتوى المبتدئ إلى المتقدم لتعلم المفاهيم وتطبيقها عملياً. من محاضرة "مدخل إلى تعلم الآلة"

1. ‫ﻟﺘﻌﻠﻢ‬ ‫ﻣﻘﺘﺮح‬ ‫ﺑﺮﻧﺎﻣﺞ‬)‫اﻵ‬ ‫ﺗﻌﻠﻢ‬‫ﻟﺔ‬(
‫ﻣﺤﺎﺿﺮة‬ ‫ﻣﻦ‬»‫اﻵﻟﺔ‬ ‫ﺗﻌﻠﻢ‬ ‫إﻟﻰ‬ ‫ﻣﺪﺧﻞ‬«
‫د‬.‫ﺻﺎﻟﺢ‬ ‫ﺑﻦ‬ ‫ﻓﺎرس‬‫اﻟﻘﻨﯿﻌﯿﺮ‬
WWW.QUNAIEER.COM
TWITTER: @QUNAIEER

2. ‫اﻟﻤﺠﺎل‬ ‫ﻟﺘﻌﻠﻢ‬ ‫ﻣﻘﺘﺮح‬ ‫ﺑﺮﻧﺎﻣﺞ‬
•‫واﻹﺣﺻﺎء‬ ‫اﻟرﯾﺎﺿﯾﺎت‬ ‫ﻓﻲ‬ ‫اﻟﺗﺎﻟﯾﺔ‬ ‫اﻟﻣواﺿﯾﻊ‬ ‫ﻣراﺟﻌﺔ‬
•Descriptive Statistics
•Inferential Statistics
•Probability
•Linear Algebra
•Basics of differential equations
•‫ﻛﺗﺎب‬ ‫ﻗراءة‬:Python Machine Learning

3. ‫اﻟﻤﺠﺎل‬ ‫ﻟﺘﻌﻠﻢ‬ ‫ﻣﻘﺘﺮح‬ ‫ﺑﺮﻧﺎﻣﺞ‬
•‫دورة‬ ‫ﻓﻲ‬ ‫اﻟﺗﺳﺟﯾل‬“Machine Learning”‫ﻓﻲ‬coursera.org
•www.coursera.org/learn/machine-learning
•‫اﻟﺗﻣﺎرﯾن‬ ‫ﺟﻣﯾﻊ‬ ‫وﺣل‬
•‫اﻵﻟﺔ‬ ‫ﺑﺗﻌﻠم‬ ‫اﻟﻌﻼﻗﺔ‬ ‫ذات‬ ‫واﻟﻣﻛﺗﺑﺎت‬ ‫ﺑرﻣﺟﺔ‬ ‫ﻟﻐﺔ‬ ‫ﺗﻌﻠم‬
•Matlab
•Python
•R

4. ‫اﻟﻤﺠﺎل‬ ‫ﻟﺘﻌﻠﻢ‬ ‫ﻣﻘﺘﺮح‬ ‫ﺑﺮﻧﺎﻣﺞ‬
•‫ﻓﻲ‬ ‫اﻟﺗﺳﺟﯾل‬‫ﻛﺎﺟل‬)www.kaggle.com(‫اﻟﺑﯾﺎﻧﺎت‬ ‫ﺑﻌض‬ ‫ﻋﻠﻰ‬ ‫واﻟﻌﻣل‬ ،
‫اﻟﻣﺗﺎﺣﺔ‬ ‫واﻟﺗﺣدﯾﺎت‬.
•‫ﻟﻠﺑداﯾﺔ‬ ‫ﻣﻘﺗرح‬:
•Titanic: Machine Learning from Disaster
https://www.kaggle.com/c/titanic
•House Prices: Advanced Regression Techniques
https://www.kaggle.com/c/house-prices-advanced-regression-
techniques
•Digit Recognizer
https://www.kaggle.com/c/digit-recognizer

5. ‫اﻟﻤﺠﺎل‬ ‫ﻟﺘﻌﻠﻢ‬ ‫ﻣﻘﺘﺮح‬ ‫ﺑﺮﻧﺎﻣﺞ‬
•‫ﺗﺣﺗﺎﺟﮭﺎ‬ ‫أﻧك‬ ‫اﻵن‬ ‫ﺗﻌرف‬ ‫اﻟﺗﻲ‬ ‫اﻷﻣور‬ ‫ﻟﺗﻘوﯾﺔ‬ ‫واﻟرﯾﺎﺿﯾﺎت‬ ‫ﻟﻺﺣﺻﺎء‬ ‫أﺧرى‬ ‫ﻣراﺟﻌﺔ‬
•‫اﻵﻟﺔ‬ ‫ﻟﺗﻌﻠم‬ ‫ﻣﻘﺗرﺣﺔ‬ ‫أﺧرى‬ ‫ﻛﺗب‬)ً‫ﺎ‬‫ﺗﻘدﻣ‬ ‫أﻛﺛر‬(

6. ‫اﻟﻤﺠﺎل‬ ‫ﻟﺘﻌﻠﻢ‬ ‫ﻣﻘﺘﺮح‬ ‫ﺑﺮﻧﺎﻣﺞ‬
•‫ﺗرﯾده‬ ‫ﻣﺟﺎل‬ ‫ﻋﻠﻰ‬ ‫اﻟﺗرﻛﯾز‬
•‫ﻟﻸﻋﻣﺎل‬ ‫اﻟﻣﺳﺗﻘﺑﻠﻲ‬ ‫اﻟﺗﻧﺑؤ‬)‫ﻛﺎﻟﺗﺳوﯾﻖ‬(
•‫اﻟطﺑﯾﻌﯾﺔ‬ ‫اﻟﻠﻐﺎت‬ ‫ﻣﻌﺎﻟﺟﺔ‬
•‫اﻟﺣﺎﺳب‬ ‫رؤﯾﺔ‬
•‫أﻋﻣﺎﻟك‬ ‫ﻧﺗﺎﺋﺞ‬ ‫اﻋرض‬
•‫ﻋﻣﻠك‬ ‫اﻟﻧﺎس‬ ‫ﺷﺎرك‬)‫واﻟﻧﺗﺎﺋﺞ‬ ‫اﻟﻛود‬ ‫ﻣﺛل‬(‫رأﯾﮭم‬ ‫واطﻠب‬
•‫ﺑﮫ‬ ‫ﺗﺧﺻﺻت‬ ‫اﻟذي‬ ‫اﻟﻣﺟﺎل‬ ‫ﻓﻲ‬ ‫دورة‬ ‫أﻗم‬