Professional Certificate in Data-Driven Causal Diagram Analysis
-- ViewingNowThe Professional Certificate in Data-Driven Causal Diagram Analysis is a comprehensive course designed to equip learners with essential skills for career advancement in the data science industry. This course focuses on teaching learners how to use causal diagrams to identify and address data-related issues, a skill highly sought after by employers in various sectors.
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โข Unit 1: Introduction to Data-Driven Causal Diagram Analysis
โข Unit 2: Fundamentals of Causal Inference
โข Unit 3: Graphical Causal Modeling: Directed Acyclic Graphs (DAGs)
โข Unit 4: Identifying Confounding Variables
โข Unit 5: Front-door and Back-door Criteria for Causal Inference
โข Unit 6: Causal Effect Estimation Techniques
โข Unit 7: Sensitivity Analysis in Causal Diagrams
โข Unit 8: Advanced Topics: Potential Outcomes and Counterfactuals
โข Unit 9: Real-world Applications of Data-Driven Causal Diagram Analysis
โข Unit 10: Evaluation and Critique of Causal Diagrams
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