Global Certificate in Explainable AI in Online Retail
-- ViewingNowThe Global Certificate in Explainable AI (XAI) in Online Retail is a comprehensive course that equips learners with the essential skills to excel in the rapidly evolving AI industry. This course highlights the importance of XAI in building transparent and trustworthy AI systems, a critical requirement for the online retail sector.
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⢠Introduction to Explainable AI (XAI): Understanding the basics of Explainable AI, its importance in online retail, and use cases.
⢠AI in Online Retail: Overview of AI techniques and tools currently used in online retail, their applications, and limitations.
⢠XAI Techniques for Online Retail: Deep dive into various Explainable AI techniques, including feature importance, partial dependence plots, and Local Interpretable Model-agnostic Explanations (LIME).
⢠Interpretable Machine Learning Models: Exploring machine learning models that are inherently interpretable, such as decision trees, rule-based models, and generalized additive models.
⢠Ethics and Bias in XAI: Understanding ethical considerations and potential biases in Explainable AI, and how to mitigate them.
⢠Human-AI Interaction in Online Retail: Analyzing the role of Explainable AI in improving human-AI interaction, and how it can enhance customer trust and loyalty.
⢠Implementing XAI in Online Retail: Best practices and guidelines for implementing Explainable AI in online retail, including technical and organizational considerations.
⢠Evaluating XAI Models: Techniques and metrics for evaluating Explainable AI models, including quantitative and qualitative measures.
⢠Future of XAI in Online Retail: Exploring emerging trends and future directions in Explainable AI, including advances in natural language processing, computer vision, and reinforcement learning.
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