Global Certificate in Machine Learning for Causality
-- ViewingNowThe Global Certificate in Machine Learning for Causality is a comprehensive course that addresses the growing industry demand for professionals skilled in causal machine learning. This advanced certification focuses on teaching learners how to draw causal relationships from data, going beyond traditional machine learning algorithms that only identify correlations.
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โข Unit 1: Introduction to Machine Learning & Causality
โข Unit 2: Probability Theory & Statistical Inference
โข Unit 3: Causal Inference: Concepts & Methods
โข Unit 4: Causal Graphical Models
โข Unit 5: Propensity Score Matching & Weighting
โข Unit 6: Instrumental Variables & Regression Discontinuity Designs
โข Unit 7: Causal Discovery Algorithms
โข Unit 8: Evaluation of Causal Effects
โข Unit 9: Machine Learning Algorithms for Causal Inference
โข Unit 10: Real-World Applications of Machine Learning for Causality
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