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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⢠Unit 1: Introduction to Machine Learning & Causality
⢠Unit 2: Probability Theory & Statistical Inference
⢠Unit 3: Causal Inference: Concepts & Methods
⢠Unit 4: Causal Graphical Models
⢠Unit 5: Propensity Score Matching & Weighting
⢠Unit 6: Instrumental Variables & Regression Discontinuity Designs
⢠Unit 7: Causal Discovery Algorithms
⢠Unit 8: Evaluation of Causal Effects
⢠Unit 9: Machine Learning Algorithms for Causal Inference
⢠Unit 10: Real-World Applications of Machine Learning for Causality
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