Global Certificate in Causality Prediction Models: Advanced Approaches
-- ViewingNowThe Global Certificate in Causality Prediction Models: Advanced Approaches is a comprehensive course designed to equip learners with the essential skills needed to excel in the rapidly evolving field of causality prediction. This course focuses on advanced approaches, such as machine learning algorithms and statistical techniques, to help learners accurately predict outcomes and make informed decisions based on data.
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⢠Unit 1: Introduction to Causality Prediction Models
⢠Unit 2: Advanced Statistical Methods for Causal Inference
⢠Unit 3: Propensity Score Matching and Reweighting
⢠Unit 4: Instrumental Variables and Regression Discontinuity Designs
⢠Unit 5: Machine Learning Techniques for Causal Inference
⢠Unit 6: Double/Debiased Machine Learning for Causal Estimation
⢠Unit 7: Causal Discovery Algorithms and Constraint-Based Methods
⢠Unit 8: Potential Outcomes Framework and Causal Graphs
⢠Unit 9: Evaluation and Validation of Causality Prediction Models
⢠Unit 10: Real-World Applications and Ethical Considerations in Causal Inference
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