Graduate Certificate in Risk Analysis in Machine Learning
-- ViewingNowThe Graduate Certificate in Risk Analysis in Machine Learning is a vital course designed to equip learners with the necessary skills to evaluate and manage risks associated with machine learning models. With the increasing reliance on AI and machine learning in various industries, there is a growing demand for professionals who can ensure the safe and ethical use of these technologies.
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โข Unit 1: Introduction to Risk Analysis in Machine Learning
โข Unit 2: Probability and Statistics for Machine Learning Risk Analysis
โข Unit 3: Overview of Machine Learning Algorithms and Techniques
โข Unit 4: Risk Assessment in Supervised Learning
โข Unit 5: Risk Assessment in Unsupervised Learning
โข Unit 6: Risk Assessment in Reinforcement Learning
โข Unit 7: Bias-Variance Tradeoff and Model Complexity
โข Unit 8: Adversarial Attacks and Defenses in Machine Learning
โข Unit 9: Explainable AI and Interpretable Risk Analysis
โข Unit 10: Risk-Aware Machine Learning System Design
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