Dear Prof. Saghafi,
I can't forget a week encounter with you.
I regret meeting you so late.
I lack words to describe your kind of person.
Thank you very much and may God reward you.
Data Science, Data Analysis
These course/courses focus on :
1.R Basics
2. Introduction to Data
3. Fundamentals of Probability
4. Random Variables, Distributions, and Joint Distributions
5. Gathering and Collecting Data
6. Summarizing and Describing Data
7. Joint, Marginal and Conditional Distributions
8. The function of Random Variables
9. Moments of a Distribution
10. Expectation, Variance and an Introduction to Regression
11. Auctions
12.Human Subjects and Special Distributions
13. The Sample Mean, Central Limit Theorem and Estimation
14.Assessing and Deriving Estimators
15. Confidence Intervals and Hypothesis Testing
16.Causality
17. Analyzing Randomized Experiments
18.Exploratory Data Analysis: Nonparametric Comparisons and Regressions
19.The Linear Model
20.The Multivariate Linear Model
21.Practical Issues in Running Regressions
22. Omitted Variable Bias
23. Machine Learning I
24. Machine Learning II
25. Visualizing Data
26. Endogeneity and Instrumental Variables
27. Experimental Design
28. Writing an Empirical Social Science Paper
29. Final Exam, Exit survey
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https://www.slideshare.net/lsaghafi/data-science-unit-1-by-professor-lili-saghafi
https://www.slideshare.net/lsaghafi/data-science-unit-2-by-professor-lili-saghafi
https://www.slideshare.net/lsaghafi/data-scientist-by-professor-lili-saghafi