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⇱ Analyze and Manage Hallucinations in Generative AI | Coursera


Analyze and Manage Hallucinations in Generative AI

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Analyze and Manage Hallucinations in Generative AI

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Gain insight into a topic and learn the fundamentals.
Beginner level

Recommended experience

4 hours to complete
Flexible schedule
Learn at your own pace

Gain insight into a topic and learn the fundamentals.
Beginner level

Recommended experience

4 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Analyze how hallucinations arise in Generative AI systems and why they occur.

  • Evaluate risks of AI hallucinations across real-world use cases and industries.

  • Apply practical detection and mitigation strategies to improve AI output reliability.

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Recently updated!

January 2026

Assessments

6 assignments

Taught in English

Build your subject-matter expertise

This course is part of the Apply Generative AI for Leadership & Human-Centered Branding Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
  • Learn new concepts from industry experts
  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
  • Earn a shareable career certificate

There are 2 modules in this course

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.

What's included

5 videos3 assignments

5 videosβ€’Total 12 minutes
  • Introductionβ€’2 minutes
  • Examples of Generative AIβ€’1 minute
  • Examples of Hallucinationsβ€’4 minutes
  • Causes of Hallucination in GenAIβ€’2 minutes
  • Types of Hallucinationβ€’2 minutes
3 assignmentsβ€’Total 50 minutes
  • Foundations of Hallucinations in Generative AIβ€’30 minutes
  • Understanding Generative AI and Its Limitationsβ€’10 minutes
  • Why Hallucinations Happenβ€’10 minutes

This module focuses on practical techniques for detecting, evaluating, and mitigating hallucinations in Generative AI, emphasizing advanced methods and real-world application scenarios.

What's included

5 videos3 assignments

5 videosβ€’Total 21 minutes
  • Detection and Evaluation of Hallucinationsβ€’4 minutes
  • Mitigation Strategiesβ€’3 minutes
  • Advanced Techniquesβ€’4 minutes
  • Case Studies and Practical Applicationsβ€’3 minutes
  • Quizβ€’8 minutes
3 assignmentsβ€’Total 50 minutes
  • Detecting and Managing Hallucinations in Practiceβ€’30 minutes
  • Identifying and Controlling Hallucinationsβ€’10 minutes
  • Advanced Approaches and Real-World Applicationsβ€’10 minutes

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Instructor

EDUCBA
1,580 Coursesβ€’325,720 learners

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