Marina (Data Science With Sam)
Marina is the Data Science With Sam guest in EP 15: Unveiling Data Scientist’s Role in the Generative AI Era. The source identifies her as a principal consultant and data scientist at Bellups Consulting, with more than 15 years of project-management experience in telecom projects.
Her central contribution is Data Scientist Generative AI Fluency: she argues that data scientists still need machine-learning and discriminative-AI foundations, but now also need domain understanding, prompting skill, API and web-demo fluency, resource awareness, and judgment about hallucination, bias, privacy, and use-case risk.
Marina repeatedly frames generative AI as something data scientists must evaluate before adopting. In the source, that means testing outputs, reviewing generated code, respecting security rules around generated data, and using Generative AI Use-Case Triage when a use case needs rules, human checks, or simpler machine-learning methods.
Connections
- Data Science With Sam and Sam (Data Science With Sam) - show and host context.
- Bellups Consulting - organization affiliation in the source.
- Data Scientist Generative AI Fluency, Domain Expert Alignment, and Prompt As Intent Transmission - main skill and translation themes.
- Generative AI Use-Case Triage, AI Verification, Human Judgment Under AI, and AI Model Bias Governance - review and responsible-use themes.