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• Natarajan, Prashant, Bob Rogers, Edward Dixon, Jonas Christensen, Kirk Borne, Leland Wilkinson, and Shantha Mohan. Demystifying AI for the Enterprise: A Playbook for Business Value and Digital Transformation. 1st ed. New York, NY: Routledge, Taylor & Francis Group, 2022. 
• Vaughan, Daniel. Analytical skills for AI and Data Science: Building Skills for an AI-Driven Enterprise. 1st ed. Sebastopol, CA: O’Reilly, 2020.

• Vaughan, D. (2020). Analytical Skills for AI and Data Science. O’Reilly Media, Inc.
  • Chapter 1
• Natarajan, P. et al (2022). Demystifying AI for the Enterprise. Routledge.
  • Chapter 1
• Amazon. (n.d.). What is Data Strategy? - Data Strategy Explained - AWS. Amazon Web Services, Inc. https://aws.amazon.com/what-is/data-strategy/
• Sajid, H. (2023, August 2). Data Strategy Roadmap: Creating a Data Strategy Framework. News & Education; Zuar. https://www.zuar.com/blog/data-strategy-roadmap-creating-a-data-strategy-framework/
• phData. (n.d.). How to Build an Actionable Data Strategy Framework. https://nam10.safelinks.protection.outlook.com/GetUrlReputation
• Kruhse-Lehtonen, U., & Hofmann, D. (2020). How to Define and Execute Your Data and AI Strategy. Harvard Data Science Review, 2.3(2.3). https://doi.org/10.1162/99608f92.a010feeb
• Boussias, D. (Host). How to Connect Data Strategy to Business Value. The Data Chief. https://www.thoughtspot.com/data-chief/ep66/how-to-connect-data-strategy-to-business-value

• Vaughan, D. (2020). Analytical Skills for AI and Data Science. O’Reilly Media, Inc.
  • Chapter 1
• Natarajan, P. et al (2022). Demystifying AI for the Enterprise. Routledge.
  • Chapter 1
• Amazon. (n.d.). What is Data Strategy? - Data Strategy Explained - AWS. Amazon Web Services, Inc. https://aws.amazon.com/what-is/data-strategy/
• Sajid, H. (2023, August 2). Data Strategy Roadmap: Creating a Data Strategy Framework. News & Education; Zuar. https://www.zuar.com/blog/data-strategy-roadmap-creating-a-data-strategy-framework/
• phData. (n.d.). How to Build an Actionable Data Strategy Framework. https://nam10.safelinks.protection.outlook.com/GetUrlReputation
• Kruhse-Lehtonen, U., & Hofmann, D. (2020). How to Define and Execute Your Data and AI Strategy. Harvard Data Science Review, 2.3(2.3). https://doi.org/10.1162/99608f92.a010feeb
• Boussias, D. (Host). How to Connect Data Strategy to Business Value. The Data Chief. https://www.thoughtspot.com/data-chief/ep66/how-to-connect-data-strategy-to-business-value

• Vaughan, D. (2020). Analytical Skills for AI and Data Science. O’Reilly Media, Inc.
  • Chapter 7
• Natarajan, P. et al (2022). Demystifying AI for the Enterprise. Routledge.
  • Chapter 2
• Davenport, T. (2013, January 31). Telling a story with data: Communicating effectively with analytics. Www2.Deloitte.com. https://www2.deloitte.com/us/en/insights/deloitte-review/issue-12/telling-a-story-with-data.html

• Google. (2019). Quick, Draw! Withgoogle.com. https://quickdraw.withgoogle.com

• Natarajan, P. et al (2022). Demystifying AI for the Enterprise. Routledge.
  • Chapter 8
• Amazon. (n.d.). OLTP vs OLAP - Difference Between Data Processing Systems - AWS. Amazon Web Services, Inc. https://aws.amazon.com/compare/the-difference-between-olap-and-oltp/#:~:text=OLAP%20and%20OLTP.
• Holtz, Y. (n.d.). Python Graph Gallery. The Python Graph Gallery. Retrieved June 11, 2024, from https://python-graph-gallery.com/
• Blake, L. (2018, April 19). To Dashboard or not to Dashboard, that is the question…. Medium; tajawal. https://medium.com/tech-tajawal/to-dashboard-or-not-to-dashboard-that-is-the-question-4cb733669310
• Stedman, C. (2023). What is Business Intelligence? BI Defined. Search Business Analytics. https://www.techtarget.com/searchbusinessanalytics/definition/business-intelligence-BI#:~:text=Business%20intelligence%20(BI)%20is%20a
• Evidently AI. (n.d.). Accuracy vs. precision vs. recall in machine learning: what’s the difference? Www.evidentlyai.com. Retrieved June 11, 2024, from https://www.evidentlyai.com/classification-metrics/accuracy-precision-recall#:~:text=Precision%20is%20useful%20when%20the
• Tripathi, A. (2022, January 9). What is the difference between Precision-Recall Curve vs ROC-AUC curve? Data Science Duniya. https://ashutoshtripathi.com/2022/01/09/what-is-the-difference-between-precision-recall-curve-vs-roc-auc-curve/
• (2024). Githubusercontent.com. https://raw.githubusercontent.com/stefmolin/data-morph/main/docs/_static/panda-to-star-eased.gif
• Bajaj, A. (2021, May 2). Performance Metrics in Machine Learning [Complete Guide]. Neptune.ai. https://neptune.ai/blog/performance-metrics-in-machine-learning-complete-guide
• Evidently AI. (n.d.). Monitoring ML systems in production. Which metrics should you track? Www.evidentlyai.com. Retrieved June 11, 2024, from https://www.evidentlyai.com/blog/ml-monitoring-metrics

• Vaughan, D. (2020). Analytical Skills for AI and Data Science. O’Reilly Media, Inc.
  • Chapter 2
• Natarajan, P. et al (2022). Demystifying AI for the Enterprise. Routledge.
  • Chapters 3-7
• Indeed. (2023, February 3). Data Maturity Model: Definition, Stages and Benefits. Indeed; Indeed Editorial Team. https://www.indeed.com/career-advice/career-development/data-maturity-model
• LinkedIn. (n.d.). What are effective strategies for identifying data assets that need to be governed? Www.linkedin.com. Retrieved June 11, 2024, from https://www.linkedin.com/advice/3/what-effective-strategies-identifying-data-assets#:~:text=The%20first%20step%20to%20identify

• Vaughan, D. (2020). Analytical Skills for AI and Data Science. O’Reilly Media, Inc.
  • Chapter 1
• Natarajan, P. et al (2022). Demystifying AI for the Enterprise. Routledge.
  • Chapter 1
• Amazon. (n.d.). What is Data Strategy? - Data Strategy Explained - AWS. Amazon Web Services, Inc. https://aws.amazon.com/what-is/data-strategy/
• Sajid, H. (2023, August 2). Data Strategy Roadmap: Creating a Data Strategy Framework. News & Education; Zuar. https://www.zuar.com/blog/data-strategy-roadmap-creating-a-data-strategy-framework/
• phData. (n.d.). How to Build an Actionable Data Strategy Framework. https://nam10.safelinks.protection.outlook.com/GetUrlReputation
• Kruhse-Lehtonen, U., & Hofmann, D. (2020). How to Define and Execute Your Data and AI Strategy. Harvard Data Science Review, 2.3(2.3). https://doi.org/10.1162/99608f92.a010feeb
• Boussias, D. (Host). How to Connect Data Strategy to Business Value. The Data Chief. https://www.thoughtspot.com/data-chief/ep66/how-to-connect-data-strategy-to-business-value

• Natarajan, P. et al (2022). Demystifying AI for the Enterprise. Routledge.
  • Chapters 9
• Fahim, F. (2022, July 6). Error during processing. Nam10.Safelinks.protection.outlook.com. https://nam10.safelinks.protection.outlook.com/GetUrlReputation
• Yelavarthi, D. (2023, November 3). Data warehouse vs. data lake vs. data lakehouse vs. data mesh: A comprehensive comparison. Www.connectwise.com. https://www.connectwise.com/blog/engineering/data-warehouse-vs.-data-lake-vs.-data-lakehouse-vs.-data-mesh-a-comprehensive-comparison
• Ankur, S. (2023, May 3). The Top Distributed Data Processing Technologies: A Comprehensive Overview. Medium. https://medium.com/@singhal.ankur8/the-top-distributed-data-processing-technologies-a-comprehensive-overview-712756db3242
• Rocco, D. (2022, March 3). What is a Model Registry? PhData. https://www.phdata.io/blog/what-is-a-model-registry/
• INNOQ. (n.d.). ml-ops.org. Ml-Ops.org. Retrieved June 11, 2024, from https://ml-ops.org/
• Go Cloud Architects. (2024, April 15). AI Architecture (Avoiding Costly AI and Generative AI Architecture Mistakes). YouTube. https://www.youtube.com/watch?v=Rdxk8U_lHJk

• Natarajan, P. et al (2022). Demystifying AI for the Enterprise. Routledge.
  • Chapter 10
• Team, N. A. (n.d.). NIST AIRC - Playbook. Airc.nist.gov; U.S. Department of Commerce. https://airc.nist.gov/AI_RMF_Knowledge_Base/Playbook
• Legg, M., & McNamara, V. (2024, March 12). AI is creating fake legal cases and making its way into real courtrooms, with disastrous results. The Conversation. https://theconversation.com/ai-is-creating-fake-legal-cases-and-making-its-way-into-real-courtrooms-with-disastrous-results-225080
• Gall, R. (n.d.). Machine Learning Explainability vs Interpretability: Two concepts that could help restore trust in AI. KDnuggets. Retrieved June 11, 2024, from https://www.kdnuggets.com/2018/12/machine-learning-explainability-interpretability-ai.html
• University of Turku. (n.d.). AIGA AI Governance Framework. Artificial Intelligence Governance and Auditing. Retrieved June 11, 2024, from https://ai-governance.eu/
• Mainali, K. (2021, April 14). Data Governance, Provenance and Linage with DataOps. Big Data Processing. https://medium.com/big-data-processing/data-governance-provenance-and-linage-with-dataops-7aa2ad755a17
• info @bb.agency, B. A. (2023, March 9). What is SOC 2: A Guide to Data Security and Understanding SOC 2 Compliance. Justuno. https://www.justuno.com/blog/soc-2-compliance/
• Hawker, M. (2022, September 15). Council Post: How Blockchain Can Save Data Governance. Forbes. https://www.forbes.com/sites/forbestechcouncil/2022/09/15/how-blockchain-can-save-data-governance/?sh=64d5dc992a92
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• McKinsey & Company. (2024, April 2). What is generative AI? Www.mckinsey.com; McKinsey & Company. https://www.mckinsey.com/featured-insights/mckinsey-explainers/what-is-generative-ai
• Zewe, A. (2023, November 9). Explained: Generative AI. MIT News; Massachusetts Institute of Technology. https://news.mit.edu/2023/explained-generative-ai-1109
• https ://nam10.safelinks.protection.outlook.com/GetUrlReputation, B. (2023, August 11). Error during processing. Nam10.Safelinks.protection.outlook.com. https://nam10.safelinks.protection.outlook.com/GetUrlReputation
• Carmichael, M. (2023, November 1). Key Considerations for Developing Organizational Generative AI Policies. ISACA. https://www.isaca.org/resources/news-and-trends/newsletters/atisaca/2023/volume-44/key-considerations-for-developing-organizational-generative-ai-policies
• Amazon. (n.d.). What are Foundation Models? - Foundation Models in Generative AI Explained - AWS. Amazon Web Services, Inc. https://aws.amazon.com/what-is/foundation-models/#:~:text=Foundation%20models%20are%20a%20form
• Amazon. (n.d.). What is RAG? - Retrieval-Augmented Generation Explained - AWS. Amazon Web Services, Inc. https://aws.amazon.com/what-is/retrieval-augmented-generation/
• OpenAI Platform. (n.d.). Prompt engineering. OpenAI Platform. Retrieved June 11, 2024, from https://platform.openai.com/docs/guides/prompt-engineering
• Junco, P. (2023, October 10). Council Post: The Power Of Fine-Tuning In Generative AI. Forbes. https://www.forbes.com/sites/forbestechcouncil/2023/10/10/the-power-of-fine-tuning-in-generative-ai/?sh=6248c4874adf
• Fast Company. (2024, January 8). 35 AI tools you can try for free. Fast Company. https://www.fastcompany.com/90856183/30-ai-tools-you-can-try-for-free
• Huang, H. (2023, November 15). What CEOs Need to Know About the Costs of Adopting GenAI. Harvard Business Review. https://nam10.safelinks.protection.outlook.com/GetUrlReputation
• Eastwood, B. (2023, January 23). What is synthetic data — and how can it help you competitively? MIT Sloan. https://mitsloan.mit.edu/ideas-made-to-matter/what-synthetic-data-and-how-can-it-help-you-competitively
• Al-Dhubaib, C. (2024, January 4). How to Use Guardrails to Design Safe and Trustworthy AI. Medium. https://medium.com/@caldhubaib/how-to-use-guardrails-to-design-safe-and-trustworthy-ai-c4574eb99243
• National Institute of Standards and Technology. (2024). NIST AI 600-1. U.S. Department of Commerce. https://airc.nist.gov/docs/NIST.AI.600-1.GenAI-Profile.ipd.pdf
• Starmer, J. (n.d.). Neural Networks / Deep Learning - YouTube. Www.youtube.com. Retrieved June 11, 2024, from https://www.youtube.com/playlist?list=PLblh5JKOoLUIxGDQs4LFFD--41Vzf-ME1
• Flores, F. (2023, October 22). #248: Navigating the Frontier of Generative AI in Business. Apple Podcasts. https://podcasts.apple.com/us/podcast/248-navigating-the-frontier-of-generative-ai-in-business/id1385051346?i=1000632218903
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