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Il y a 2 modules dans ce cours
By the end of this course, learners will be able to analyze how hallucinations arise in Generative AI systems, evaluate the risks they pose across different use cases, and apply practical strategies to detect and mitigate inaccurate or fabricated outputs. Learners will also assess advanced techniques and real-world case studies to improve the reliability and trustworthiness of AI-generated content.
This course equips professionals with a structured understanding of hallucinations in Generative AI, starting from foundational concepts and progressing to hands-on management approaches. Learners will explore why hallucinations occur, how they manifest in different forms, and how they can be identified through systematic evaluation methods. The course then moves beyond theory to focus on mitigation strategies, prompt design, grounding techniques, and advanced approaches used in real-world deployments.
What makes this course unique is its end-to-end focus on hallucination management, combining conceptual clarity with applied practice. Through examples, case studies, quizzes, and practice assessments, learners gain actionable skills that can be immediately applied in high-impact domains such as healthcare, finance, and enterprise AI systems.
This module introduces the core concepts of Generative AI and explains how hallucinations arise, helping learners understand their nature, causes, and impact on AI-generated outputs.
Inclus
5 vidéos3 devoirs
Afficher les informations sur le contenu du module
5 vidéos•Total 12 minutes
Introduction•2 minutes
Examples of Generative AI•1 minute
Examples of Hallucinations•4 minutes
Causes of Hallucination in GenAI•2 minutes
Types of Hallucination•2 minutes
3 devoirs•Total 50 minutes
Foundations of Hallucinations in Generative AI•30 minutes
Understanding Generative AI and Its Limitations•10 minutes
Why Hallucinations Happen•10 minutes
Detecting and Managing Hallucinations in Practice
Module 2•2 heures à terminer
Détails du module
This module focuses on practical techniques for detecting, evaluating, and mitigating hallucinations in Generative AI, emphasizing advanced methods and real-world application scenarios.
Inclus
5 vidéos3 devoirs
Afficher les informations sur le contenu du module
5 vidéos•Total 21 minutes
Detection and Evaluation of Hallucinations•4 minutes
Mitigation Strategies•3 minutes
Advanced Techniques•4 minutes
Case Studies and Practical Applications•3 minutes
Quiz•8 minutes
3 devoirs•Total 50 minutes
Detecting and Managing Hallucinations in Practice•30 minutes
Identifying and Controlling Hallucinations•10 minutes
Advanced Approaches and Real-World Applications•10 minutes
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