AI for the Doer - Workflows in under 10 Minutes
Автор: Sonali Tamhankar (PhD) || Health * AI * Humanity
Загружено: 2026-01-24
Просмотров: 12
Описание:
This is the age of the AI models; few talk about the flow. Yet, with a 95% failure rate for GenAI pilots, Workflows are the missing link between a demo and production.
This session breaks down:
💡The Streetlight Effect: Are we solving the convenient problem or the right one?
💦 The Leaky Pipeline: How to stop value from draining away.
📆 Beyond Workflows: Agentic AI and ideas from Process Mining.
(p.s. we will be posting the next video on Monday)
📖 Chapters:
0:10: The Streetlight Effect
1:00: Madlib to brainstorm AI solution design
2:01: Six topics covered in this video
2:33: State of AI observations from McKinsey, MIT, Forbes
3:23: Mount Sinai - Leaky Pipeline and holistic solution approach
4:48: Hidden Technical Debt and Workflow Fit
5:44: Personalized AI-Clinician collaboration
6:08: Agentic AI
7:00: Be like water - let solution be shaped by the problem
7:28: Process Mining in Healthcare - Beyond Workflows
8:40: Takeaways
💡 References:
McKinsey Survey:
https://www.mckinsey.com/capabilities...
MIT - The GenAI Divide:
https://mlq.ai/media/quarterly_decks/...
Forbes: Productivity Paradox
https://www.forbes.com/sites/garydren...
Leaky Pipeline:
• AI in Medicine: Opportunities, Challenges ...
(Timestamp 30:16)
Hidden Technical Debt:
https://www.researchgate.net/publicat...
Radiologist Burnout:
https://jamanetwork.com/journals/jama...
Heterogeneity and predictors of the effects of AI assistance on radiologists:
https://www.nature.com/articles/s4159...
https://hms.harvard.edu/news/does-ai-...
How AI Agents and Tech will transform healthcare in 2026
https://www.bcg.com/publications/2026...
https://web-assets.bcg.com/0e/37/f2a0...
Process Mining and Beyond Workflows:
https://www.sciencedirect.com/science...
https://www.sciencedirect.com/science...
👩🔬Your Instructor:
Sonali Tamhankar, PhD, is an experienced senior clinical data scientist and an award-winning teacher. She was honored by the Blockchain Magazine as a Leader in AI and Data Science 2025, and by Data Science Salon as an outstanding woman in AI and ML.
She was selected as a Leadership Fellow at AIM-AHEAD, a consortium at the intersection of AI and Health Equity, has served on non-profit boards, and is a fellow at Transform VC, a venture capital firm combining outlier returns with outlier impact.
Before transitioning to healthcare over 10 years ago, Sonali was a tenure-track professor. Sonali has a PhD in Physics and Masters in Mathematics, secured 6th rank at the Indian National Mathematics Olympiad, won the silver medal in Physics at Indian Institute of Technology, and has been recognized as an outstanding instructor with a Teaching Excellence Recognition Award and the Joseph and Sophia Konopinski Memorial Teaching Award.
Here’s a comment from a colleague:
“Sonali is at once a scientist and a teacher. She mentors and facilitates new learning for the people she works with on projects. She is current in the state of the science methods and brings clarity to the collaborative teams with whom she works.”
Let’s talk!
www.linkedin.com/in/sonali-tamhankar
/ @sonali_tamhankar_genai
#AI #LearnOnYouTube #aiimpact #workflow #Foundation #Technology #HealthAI #Innovation #MachineLearning #ResponsibleAI #Tech #WomenInSTEM #AIEducation #AISafety
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