[DSC DACH 25] Yudan Lin_The Human - AI Paradox and Effective Fix.pdf

"In ""The Human - AI Paradox and Effective Fix,"" we delve into the challenges and opportunities presented by AI. This talk explores ethical AI, biases, and workforce impacts, offering valuable insights for data scientists and business leaders.

Through case studies, we highlight successful AI implementations and the key lessons they provide.

Gain actionable insights to lead in the AI-driven era, harnessing AI as a catalyst for progress. Equip yourself with the knowledge to thrive in an AI-augmented future, embracing the philosophy of ""Human Business for Human Profit."""

1. The Human - AI Paradox
and Effective Fix
Yudan Lin
Founder@Gini-X + Assoc Dir Data Science@Takeda

2. NowSpeaking

3. With Great Power
Comes Great
Responsibility

4. Photo by kat wilcox: https://www.pexels.com/photo/crime-scene-do-not-cross-signage-923681/

5. Trust.
Accuracy.
Relevance.
Fairness.
Transparency.
Evolve.

7. Sweet Governance
is our motto for
operationalizing
ethics.

9. Human + AI team-ups
=
Better Outcomes

11. Photo by cottonbro studio: https://www.pexels.com/photo/silver-and-green-screw-driver-4480453/
For Data Scientists For Business Leaders
Embrace “Ethics by Design” in model
development – fairness & transparency are
features, not bugs
Set clear AI governance policies & ethical
guidelines – make responsible AI a core part of
strategy
Use bias detection tools & diverse datasets; don’t
hesitate to flag issues early (learn from IBM’s
misstep)
Invest in AI education for your workforce; reward
teams that augment AI rather than replace
people
Prioritize interpretability in high-stakes models –
it builds user trust (e.g., doctors trusted the
sepsis AI due to explainability)
Communicate the vision: AI is there to help
employees and customers. Celebrate
“human+AI” success stories internally.
Stay updated on AI ethics research & regulations
(e.g., new fairness metrics, privacy laws) to keep
solutions compliant and cutting-edge.
Consider external audits or partnerships
(academia, councils, Ginies consultants from Gini-
X) to objectively review your AI deployments

12. Philosophy: Technology serves people (not vice versa)
Human Business for Human Profit = long-term prosperity
Our Role: Stewards of an AI future that benefits all
Yudan Lin
LinkedIn:Gini-X