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Plus de Fares Al-Qunaieer
Plus de Fares Al-Qunaieer (9)
Machine Learning Program Proposal Summary
- 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