Masterclass Certificate in Causal Inference Approaches: Results-Oriented Approach
-- ViewingNowThe Masterclass Certificate in Causal Inference Approaches is a comprehensive course that equips learners with a results-oriented approach to data analysis. This program emphasizes the importance of understanding the cause-and-effect relationships in data, providing a deeper level of insight than traditional statistical methods.
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ใณใผใน่ฉณ็ดฐ
โข Introduction to Causal Inference Approaches
โข Potential Outcomes Framework
โข Directed Acyclic Graphs (DAGs) in Causal Inference
โข Propensity Score Matching
โข Difference-in-Differences Estimation
โข Instrumental Variables and 2SLS Estimation
โข Regression Discontinuity Design
โข G-formula and Inverse Probability Weighting
โข Sensitivity Analysis in Causal Inference
โข Applied Machine Learning Techniques in Causal Inference
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