UUY-DTS 4212 units400 LevelSecond Semester

Data Science Risk and Management

B.Sc. Data Science, University of Uyo

UUY-DTS 421 (Data Science Risk and Management) is a 2-unit, 400 Level course taught in the Second Semester at the University of Uyo, Akwa Ibom State, Nigeria.

What goes wrong with data and models, and how to manage it: model risk, data risk, operational failure, and the governance structures that catch problems before they reach production.

On Areté, UUY-DTS 421 comes with

  • 3 recommended textbooks
  • an AI tutor that has read this course’s outline and notes
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Course outline

  1. 01Risk concepts: threat, vulnerability, likelihood, impact and the risk register
  2. 02Data risk: quality failures, silent schema change, leakage, and loss of provenance
  3. 03Model risk: overfitting, target leakage, spurious correlation, and inappropriate deployment
  4. 04Concept drift and data drift; monitoring models in production
  5. 05Bias, fairness and discrimination risk in deployed models
  6. 06Security risk for data systems: access control, adversarial inputs, model theft, privacy attacks
  7. 07Regulatory and compliance risk; auditability of automated decisions
  8. 08Model risk management frameworks, validation and independent review
  9. 09Business continuity, incident response and post-incident review for data systems

Recommended textbooks

  • Designing Machine Learning Systems — Chip Huyen

    Strong on drift, monitoring and production failure modes

  • Weapons of Math Destruction — Cathy O'Neil

    The harm case studies that motivate the whole course

  • ISO 31000 / NIST AI Risk Management Framework — ISO / NIST

    The frameworks; the NIST AI RMF is free and short

How to pass UUY-DTS 421

  • Target leakage is the classic silent killer: a feature that would not exist at prediction time gives 99% accuracy in testing and fails completely in production. Learn to spot it
  • Be able to distinguish data drift (the inputs changed) from concept drift (the relationship changed) with an example of each
  • Build a risk register for your DTS 428 project — it is real practice and it genuinely protects the project
  • The NIST AI RMF is free, short and current; reading it is the highest-value hour you can spend on this course

UUY-DTS 421 — questions and answers

What is UUY-DTS 421 at the University of Uyo?
UUY-DTS 421 (Data Science Risk and Management) is a 2-unit, 400 Level course taught in the Second Semester at the University of Uyo, Akwa Ibom State, Nigeria. What goes wrong with data and models, and how to manage it: model risk, data risk, operational failure, and the governance structures that catch problems before they reach production.
What topics are covered in UUY-DTS 421?
The UUY-DTS 421 outline covers 9 topics: Risk concepts: threat, vulnerability, likelihood, impact and the risk register; Data risk: quality failures, silent schema change, leakage, and loss of provenance; Model risk: overfitting, target leakage, spurious correlation, and inappropriate deployment; Concept drift and data drift; monitoring models in production; Bias, fairness and discrimination risk in deployed models; Security risk for data systems: access control, adversarial inputs, model theft, privacy attacks; Regulatory and compliance risk; auditability of automated decisions; Model risk management frameworks, validation and independent review; Business continuity, incident response and post-incident review for data systems.
What textbooks are recommended for UUY-DTS 421?
Recommended reading for UUY-DTS 421: Designing Machine Learning Systems by Chip Huyen; Weapons of Math Destruction by Cathy O'Neil; ISO 31000 / NIST AI Risk Management Framework by ISO / NIST.
How do I pass UUY-DTS 421?
Target leakage is the classic silent killer: a feature that would not exist at prediction time gives 99% accuracy in testing and fails completely in production. Learn to spot it Be able to distinguish data drift (the inputs changed) from concept drift (the relationship changed) with an example of each Build a risk register for your DTS 428 project — it is real practice and it genuinely protects the project The NIST AI RMF is free, short and current; reading it is the highest-value hour you can spend on this course
Where can I find UUY-DTS 421 lecture notes and past questions?
Areté (https://www.aretecyb.tech/courses/uuy-dts-421) carries 3 recommended textbooks for UUY-DTS 421, plus an AI tutor that has read the outline. It is free for University of Uyo students — sign in with your email, no password.

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