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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⢠Unit 1: Introduction to Risk Analysis in Machine Learning
⢠Unit 2: Probability and Statistics for Machine Learning Risk Analysis
⢠Unit 3: Overview of Machine Learning Algorithms and Techniques
⢠Unit 4: Risk Assessment in Supervised Learning
⢠Unit 5: Risk Assessment in Unsupervised Learning
⢠Unit 6: Risk Assessment in Reinforcement Learning
⢠Unit 7: Bias-Variance Tradeoff and Model Complexity
⢠Unit 8: Adversarial Attacks and Defenses in Machine Learning
⢠Unit 9: Explainable AI and Interpretable Risk Analysis
⢠Unit 10: Risk-Aware Machine Learning System Design
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