339 Stat

Data Analysis 

Weeks	Title
1	Descriptive statistics and representation
2	Criterion of Correlation
3-5	Regression models: Linear, Multiple, Logistic, Poisson
6-7	Hypothesis Testing (Parametric and Non-parametric)
8-11	Clustering and Classification
12-14	Machine Learning  (overview)
كتاب المقرر: التحليل الإحصائي متعدد المتغيرات- باستخدام حزم ساس المؤلفون: أ. د. هشام مصطفى النشواتي،أ. د. خلف سلمان سلطان، أ. د. عبد الحميد عبد الله الزيد Discovering Statistics Using R, Zoe Field, Andy Field, Jeremy Miles. Introduction to multivariate analysis. C. Chatfield and A.J. Collins, Chapman and Hall, 1980; revised edition 2000. Everitt, B.S., Landau, S., and Leese, M., Cluster Analysis, fourth edition. Arnold, 2001. Exploratory Data Analysis Using R (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series) 1st Edition. by Ronald K. Pearson. Data Science in R: A Case Studies Approach to Computational Reasoning and Problem Solving. Deborah Nolan, Duncan Temple Lang (Chapman & Hall/CRC The R Series) 1st Edition