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ما هو علم البيانات
علم البيانات هو مجال متعدد التخصصات يجمع بين المهارات في
software engineering and statistics with domain experience to support the end-to-end analysis of large and diverse data sets, ultimately uncovering value for an organization and then communicating that value to stakeholders as actionable results.
عالم البيانات
Person who is better at statistics than any software engineer and better at software engineering than any statistician.
ما هي المهارات التي تحتاج إليها؟
`* Mathematics - Calculus, Linear Algebra
- Statistics - Hypothesis, Testing, Regression
- Programming - SQL, R/Python
- Machine Learning - Supervised and Unsupervised Learning, Model Fitting
- Business/Product Intuition - Interpret and communicate results to non-technical audience `
دورة الحياة
1 - Identify or Formulate Problem 2 - Data Preparation 3 - Data Exploration 4 - Transform and Select 5 - Build Model 6 - Validate Model 7 - Deploy Model 8 - Evalute or Monitor Results