Machine Learning for Auditors - Sekar, Maris
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Présentation Machine Learning For Auditors de Sekar, Maris Format Broché
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Résumé : Biographie: Sommaire: 1. Three Lines of Defense 2. Common Audit Challenges 3. Existing Solutions 4. Data Analytics 5. Analytics Structure & Environment Part II. Understanding Artificial Intelligence 6. Introduction to AI, Data Science, and Machine Learning 7. Myths and Misconceptions 8. Trust, but Verify 9. Machine Learning Fundamentals 10. Data Lakes 12. SCADA and Operational Technology Part III. Storytelling 13. What is Storytelling? 14. Why Storytelling? 15. When to Use Storytelling 16. Types of Visualizations 17. Effective Stories 18. Storytelling Tools 19. Storytelling in Auditing Part IV. Implementation Recipes 20. How to Use the Recipes 21. Fraud and Anomaly Detection 23. Project Management 24. Data Exploration 25. Vendor Duplicate Payments 26. CAATs 2.0 27. Log Analysis 28. Concluding Remarks
Use artificial intelligence (AI) techniques to build tools for auditing your organization. This is a practical book with implementation recipes that demystify AI, ML, and data science and their roles as applied to auditing. You will learn about data analysis techniques that will help you gain insights into your data and become a better data storyteller. The guidance in this book around applying artificial intelligence in support of audit investigations helps you gain credibility and trust with your internal and external clients. A systematic process to verify your findings is also discussed to ensure the accuracy of your findings.
?Maris Sekar is a professional computer engineer, Certified Information Systems Auditor (ISACA), and Senior Data Scientist (Data Science Council of America). He has a passion for using storytelling to communicate on high-risk items within an organization to enable better decision making and drive operational efficiencies. He has cross-functional work experience in various domains such as risk management, data analysis and strategy, and has functioned as a subject matter expert in organizations such as PricewaterhouseCoopers LLP, Shell Canada Ltd., and TC Energy. Maris' love for data has motivated him to win awards, write LinkedIn articles, and publish two papers with IEEE on applied machine learning and data science....
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