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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⢠Unit 1: Introduction to Data-Driven Causal Diagram Analysis
⢠Unit 2: Fundamentals of Causal Inference
⢠Unit 3: Graphical Causal Modeling: Directed Acyclic Graphs (DAGs)
⢠Unit 4: Identifying Confounding Variables
⢠Unit 5: Front-door and Back-door Criteria for Causal Inference
⢠Unit 6: Causal Effect Estimation Techniques
⢠Unit 7: Sensitivity Analysis in Causal Diagrams
⢠Unit 8: Advanced Topics: Potential Outcomes and Counterfactuals
⢠Unit 9: Real-world Applications of Data-Driven Causal Diagram Analysis
⢠Unit 10: Evaluation and Critique of Causal Diagrams
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