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GenAI for Fraud Analysts: Improving Detection Efficiency

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GenAI for Fraud Analysts: Improving Detection Efficiency

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

Recommended experience

3 hours to complete
Flexible schedule
Learn at your own pace

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

Recommended experience

3 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Analyze the principles of Generative AI and its role in fraud detection and compliance to integrate it into existing workflows.

  • Apply tools like ChatGPT and Python to identify anomalies, generate synthetic data, and improve fraud detection accuracy.

  • Design GenAI-driven workflows to streamline compliance tasks, reduce manual effort, and enhance operational efficiency.

  • Evaluate fraud detection insights and patterns using GenAI tools to make informed decisions and stay ahead of evolving fraud trends.

Details to know

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Assessments

2 assignmentsΒΉ

AI Graded see disclaimer
Taught in English

There is 1 module in this course

This course, GenAI for Fraud Analysts: Improving Detection Efficiency, empowers fraud analysts and compliance professionals with cutting-edge Generative AI (GenAI) techniques to stay ahead of sophisticated fraud schemes.

Through hands-on learning and real-world applications, you will master AI-driven anomaly detection, synthetic data generation, and automated compliance checks. Using tools like Python, Scikit-learn, ChatGPT, and Faker, you'll develop fraud detection pipelines, visualize actionable insights, and enhance risk management strategies. This course is designed for beginner fraud analysts, compliance officers, financial professionals, IT security specialists, and data analysts who want to enhance their fraud detection and compliance strategies using Generative AI (GenAI). It is also ideal for aspiring professionals looking to explore AI-driven anomaly detection, risk management, and fraud prevention. Whether you're aiming to improve detection accuracy or automate compliance workflows, this course will equip you with the skills to stay ahead of evolving fraud tactics. To get the most out of this course, learners should have a basic understanding of fraud detection concepts such as transaction monitoring, anomaly detection, KYC (Know Your Customer), and AML (Anti-Money Laundering). Familiarity with data analysis tools like Excel and visualization software is recommended, along with a foundational knowledge of Generative AI tools such as ChatGPT and Python. No advanced programming experience is required, but a willingness to explore AI applications in fraud prevention will be beneficial. By the end of this course, learners will be able to analyze the role of Generative AI in fraud detection and compliance and effectively integrate it into existing workflows. They will gain hands-on experience in applying AI-powered tools like ChatGPT and Python to identify anomalies, generate synthetic data, and enhance fraud detection accuracy. Additionally, participants will learn to design AI-driven workflows to automate compliance tasks, improve operational efficiency, and evaluate fraud detection patterns to make more informed, proactive decisions in combating fraud.

In this course, you’ll learn how to harness cutting-edge Generative AI tools and techniques to stay ahead of sophisticated fraud schemes. Designed for fraud analysts and compliance professionals, this course equips you with the right tools to enhance detection efficiency and strengthen your fraud prevention strategies.

What's included

11 videos7 readings2 assignments1 peer review

11 videosβ€’Total 54 minutes
  • Introduction to the Course & Meet Your Instructorβ€’2 minutes
  • What is Generative AI? β€’5 minutes
  • Traditional vs. AI-Driven Fraud Detection β€’4 minutes
  • Anomaly Detection Using AI β€’8 minutes
  • Creating Synthetic Data for Fraud Detection β€’5 minutes
  • AI-Powered Compliance Workflows β€’6 minutes
  • Visualizing Fraud Detection Insights β€’6 minutes
  • AI Governance and Ethical Compliance β€’5 minutes
  • Adapting to Emerging Fraud Patterns with AI β€’6 minutes
  • Preparing for the Future of Fraud Detection β€’4 minutes
  • Congratulations and Continuous Learning Journeyβ€’2 minutes
7 readingsβ€’Total 50 minutes
  • Welcome to the Course: Course Overviewβ€’5 minutes
  • Hands On Learning (HOL): Anomaly Detection in Financial Transactions Using Generative AI β€’10 minutes
  • The Evolution of AI in Finance: A Growing Influence β€’5 minutes
  • Hands On Learning (HOL): Enhancing Fraud Detection with Synthetic Data and Visual Insights β€’10 minutes
  • Boosting Fraud-Detection Accuracy with Synthetic Data β€’5 minutes
  • How AI Revolutionizes Fraud Detection and Risk Management in Banking β€’5 minutes
  • Hands On Learning (HOL): Adapting AI Models to Detect Emerging Fraud Patterns β€’10 minutes
2 assignmentsβ€’Total 50 minutes
  • Enhancing Fraud Detection with AI and Synthetic Dataβ€’30 minutes
  • GenAI for Fraud Analysts: Improving Detection Efficiencyβ€’20 minutes
1 peer reviewβ€’Total 15 minutes
  • Designing an AI-Driven Fraud Detection Workflow β€’15 minutes

Instructors

33 Coursesβ€’68,237 learners

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ΒΉ Some assignments in this course are AI-graded. For these assignments, your data will be used in accordance with Coursera's Privacy Notice.