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‫تحليل‬ ‫ي‬‫ف‬ ‫رحلة‬
‫البيانات‬
‫اإلصطناعي‬ ‫والذكاء‬
‫رة‬‫قصي‬
‫البيانات؟‬ ‫تحليل‬ ‫ملاذا‬
‫اليوم‬ ‫معلوماتية‬ ‫ثورة‬ ‫يعيش‬ ‫العامل‬
‫أساسية‬ ‫مهارة‬ ‫أصبح‬ ‫البيانات‬ ‫تحليل‬
‫الشخصية‬ ‫حياتك‬ ‫ي‬‫وف‬ ‫عملك‬ ‫ي‬‫ف‬ ‫ها‬‫تحتاح‬
‫رسالتك‬ ‫إليصال‬ ‫الة‬ ّ
‫فع‬ ‫طريقة‬ ‫أنها‬ ‫كما‬
‫كلمة‬ ‫ألف‬ ‫عن‬ ‫الصورة‬
!
‫البيانات‬ ‫تحليل‬ ‫ية‬‫منهح‬
‫لة‬‫األسئ‬ ‫طرح‬
Ask
questions
‫وتنظيف‬ ‫مع‬‫ج‬
‫البيانات‬
Wrangle
data
‫استكشاف‬
‫البيانات‬
Explore
data
‫الرؤى‬ ‫استنتاح‬
Draw
conclusions
‫التواصل‬
‫ج‬‫بالنتائ‬
Communicate
your results
‫أحسن؟‬ ‫مثال‬
‫املثال‬ ‫قبل‬
...
‫املثال‬ ‫قبل‬
...
•
•
•
‫مثال؟‬ ‫ناخذ‬
‫بيانات‬ ‫معت‬‫ح‬
‫السعادة‬ ‫مؤشر‬
‫اب‬‫اإلنج‬ ‫معدل‬
‫االستدامة‬ ‫مؤشر‬
‫ي‬‫السكان‬ ‫التعداد‬
‫املجل‬ ‫الدخل‬ ‫ناتج‬
‫ي‬
‫األعمار‬ ‫معدل‬
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
‫ي‬‫السكان‬ ‫التعداد‬
‫املجل‬ ‫الدخل‬ ‫ناتج‬
‫ي‬
‫األعمار‬ ‫معدل‬
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Linear Regression
‫ي‬‫ف‬ ‫يستخدم‬ ‫ي‬‫إجصان‬ ‫نموذح‬ ‫هو‬
‫ر‬‫املتغي‬ ‫استنتاح‬ ‫مجاولة‬
y
‫ر‬‫املتغي‬ ‫من‬
x
‫بايثون‬ ‫من‬ ‫ا‬ ً
‫آلئ‬ ‫جسابه‬ ‫م‬‫يت‬
.
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
‫ر‬‫مثي‬ ‫رند‬‫الي‬
‫مام‬‫لالهت‬
!!
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
‫ا؟‬ ً
‫د‬‫ح‬ ‫سريع‬ ‫بشكل‬ ‫نا‬‫استنتح‬ ‫وش‬
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
Ask
questions
Wrangle
data
Explore
data
Draw
conclusi
ons
Communi
cateyour
results
‫البيانات؟‬ ‫تحليل‬ ‫بعد‬ ‫ماذا‬
‫بيانا‬
‫ت‬
‫بيانات‬
‫بيانات‬
‫بيانات‬ ‫بيانات‬
‫بيانات‬
‫بيانات‬
‫بيانات‬
‫بيانات‬
‫بيانات‬
‫بيانات‬
‫بيانات‬
‫لكم‬ ‫ا‬ ً‫شكر‬
‫هذا‬
‫ر‬‫غي‬ ‫الشخص‬
‫حقيقي‬

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