AI Ethics & Data Dilemmas - Open Data Day, March 4, 2023

Responsible AI for Business AI Ethics & Data Dilemmas Open Data Day, March 4, 2023 My AI ethics journey… When we think about AI… • We envision killer robots • We think AI is “superintelligent” • ChatGPT Source: TweakTown AI is already part of the digital infrastructure. [...] Slide 10: A real-life scary movie – Coded Bias Slide 11 Slide 12: Five AI Ethics principles: Autonomy Justice Beneficence Non-Maleficence Explainability Slide 13: How does this happen? Slide 14: Data, Models and People Slide 15: The Devil is in the Data Slide 16: Data is value-laden. [...] Slide 17: Counting is political (Data-ism, Steven Lohr) Slide 18: Who is not counted can be made invisible Slide 19 Slide 20: We can find bias in instruments used to gather data Slide 21: How do machines learn? Slide 22: Machine Learning is about Pattern Recognition. [...] Slide 23: Humorous examples of spurious correlations… Slide 24: Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings (Bolukbasi et al) Slide 25: Words of a feather, flock together Slide 26 Slide 27: Reading Emotions Slide 28: This is not just about technology. [...] Slide 29: Surveillance Capitalism Slide 30: Speaking up has consequences Slide 31: Data Dilemmas Slide 32: Ethical Issues with Open Data Slide 33: What should be rendered as data? What’s off limits? Where do we draw these lines? Slide 34: How do we balance individual rights with collective rights? How can we use data to advance societal good? Slide 35: If data is an asset, whose asset is it? Who s.