Global Certificate in Causal Relationships: Next-Gen Skills
-- ViewingNowThe Global Certificate in Causal Relationships: Next-Gen Skills is a comprehensive course designed to equip learners with the essential skills needed to excel in the data-driven world. This certificate program focuses on causal inference, a critical skill for decision-making in various industries, including technology, finance, healthcare, and government.
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โข Unit 1: Introduction to Causal Relationships: Foundational Concepts
โข Unit 2: Data Analysis for Causal Inference: Preprocessing and Visualization
โข Unit 3: Propensity Score Matching and Weighting Techniques
โข Unit 4: Regression-based Methods for Causal Inference
โข Unit 5: Doubly Robust Estimation and Marginal Structural Models
โข Unit 6: Instrumental Variables and their Application
โข Unit 7: Sensitivity Analysis in Causal Inference
โข Unit 8: Causal Discovery Algorithms for Graphical Models
โข Unit 9: Causal Inference in Machine Learning and AI
โข Unit 10: Real-world Applications and Case Studies in Causal Relationships
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