Certificate in Causal Inference Strategies: AI-Powered Solutions and Insights
-- ViewingNowThe Certificate in Causal Inference Strategies: AI-Powered Solutions and Insights is a comprehensive course designed to equip learners with essential skills in causal inference, a critical area of data science. This course is increasingly important as organizations seek to make data-driven decisions that require a deep understanding of causal relationships.
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Unit 1: Introduction to Causal Inference Strategies
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Unit 2: Foundations of AI-Powered Causal Inference
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Unit 3: Data Preparation for Causal Inference
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Unit 4: Propensity Score Matching and Weighting
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Unit 5: Difference-in-Differences Estimation
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Unit 6: Instrumental Variables and Regression Discontinuity Designs
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Unit 7: Machine Learning Techniques for Causal Inference
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Unit 8: Evaluation Metrics for AI-Powered Causal Inference
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Unit 9: Ethics and Bias in AI-Powered Causal Inference
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Unit 10: Real-World Applications of AI-Powered Causal Inference
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