Masterclass Certificate in Data-Driven Insights with Interpretable AI
-- ViewingNowThe Masterclass Certificate in Data-Driven Insights with Interpretable AI is a cutting-edge course designed to equip learners with the essential skills required to excel in the data science industry. This certificate program focuses on the importance of data-driven decision-making and interpretable AI, which are critical areas of demand in today's technology-driven world.
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โข Unit 1: Introduction to Data-Driven Insights · Overview of AI in decision-making · Importance of interpretable AI
โข Unit 2: Data Preprocessing · Data cleaning · Feature engineering
โข Unit 3: Exploratory Data Analysis (EDA) · Data visualization · Descriptive statistics
โข Unit 4: Machine Learning Fundamentals · Supervised · Unsupervised learning
โข Unit 5: Model Evaluation · Performance metrics · Cross-validation techniques
โข Unit 6: Interpretable AI Techniques · Explainable Boosting Machines · SHAP values
โข Unit 7: Responsible AI · Bias detection · Ethical considerations
โข Unit 8: Applying Data-Driven Insights · Real-world case studies · AI in business decision-making
โข Unit 9: Advanced Topics in Interpretable AI · Generative models · Causal inference
โข Unit 10: Capstone Project · Hands-on experience · Final project presentation
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