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In diesem Kurs gibt es 1 Modul
Engineer AI Models: Explain, Tune & Experiment prepares program and project managers to guide AI projects beyond “just working” toward being trusted, explainable, and reproducible. You’ll learn how feature engineering and hyperparameter tuning improve model performance, how explainability methods like SHAP and LIME build stakeholder confidence, and how structured experimentation ensures reliable results. Through real-world scenarios — from boosting fraud detection F1 scores, to presenting credit approval models to risk committees, to planning experiments in Jupyter — you’ll gain the skills to ask the right questions, guide technical teams, and translate complex model outputs into business impact. By the end, you’ll know how to move AI projects from black box to business-ready.
Engineer AI Models: Explain, Tune & Experiment prepares program and project managers to guide AI projects beyond “just working” toward being trusted, explainable, and reproducible. You’ll learn how feature engineering and hyperparameter tuning improve model performance, how explainability methods like SHAP and LIME build stakeholder confidence, and how structured experimentation ensures reliable results. Through real-world scenarios — from boosting fraud detection F1 scores, to presenting credit approval models to risk committees, to planning experiments in Jupyter — you’ll gain the skills to ask the right questions, guide technical teams, and translate complex model outputs into business impact. By the end, you’ll know how to move AI projects from black box to business-ready.
Das ist alles enthalten
5 Videos3 Lektüren4 Aufgaben
Infos zu Modulinhalt anzeigen
5 Videos•Insgesamt 14 Minuten
Introduction and Welcome•3 Minuten
Grid Search•4 Minuten
Making the Model Talk•3 Minuten
Designing an Experiment Matrix in Jupyter•3 Minuten
Congratulations and Continuous Learning Journey•2 Minuten
3 Lektüren•Insgesamt 32 Minuten
Hyperparameter Tuning Using Grid and Random Search•10 Minuten
Guide to Explainable AI with SHAP and LIME •12 Minuten
Design of Experiments (DOE) for AI/ML Model Testing and Improvement•10 Minuten
4 Aufgaben•Insgesamt 95 Minuten
Graded Quiz: Explain, Tune, and Experiment with AI Models•20 Minuten
HOL: Develop a Hyperparameter Tuning Experimentation Plan•25 Minuten
HOL: Explain a Model to the Risk Committee•25 Minuten
HOL: Design Your Own Experiment Plan•25 Minuten
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¹ Einige Aufgaben in diesem Kurs werden mit AI bewertet. Für diese Aufgaben werden Ihre Daten in Übereinstimmung mit Datenschutzhinweis von Courseraverwendet.