This repository includes Advanced Econometrics lecture handouts and some course materials.
Thanks to lecturer Hüseyin Taştan, all course materials become my initial starting point to become a Machine Learning, Deep Learning and Artificial Intelligence researcher.
Lectures includes the topics below:
- 0 Review of Statistical Concepts
- 01 Regression Analysis I
- 02 Regression Analysis II
- 03 Hypothesis Testing
- 04 Nonlinear Least Squares (NLS)
- 05 Generalized Least Squares (GLS)
- 06 Maximum Likelihood Estimation (MLE)
- 07 Endogeneity and Instrumental Variables (IV) Estimation
- 08 Generalized Method of Moments (GMM)