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Data Science With Sam

Data Science With Sam

Soumava Dey 44 Episodes Aug 20, 2026

This is an educational podcast focused on bringing academia and industry experts together in a common forum and initiate discussion geared towards data science, artificial intelligence, actuarial science and scientific research. The views and opinions expressed are solely those of the host(s) or guest(s) and do not necessarily reflect any organization's policy. The podcast is intended for general educational information and entertainment purposes.

Episodes

EP 48: From Pilots to Productivity: What It Actually Takes to Make AI Work in the Enterprise
EP 48: From Pilots to Productivity: What It Actually Takes to Make AI Work in the Enterprise Aug 20, 2026 1969 Jim Spignardo is the Director of Cloud Strategy and AI Enablement at ProArch, a global IT services and consulting firm. With 25 years in IT spanning network engineering, cloud, cybersecurity, and strategic consulting, Jim advises executive teams on modernisation, operational resilience, and AI-enabled transformation that delivers measurable business value. He is the architect behind ProArch's Micr
EP 47: The AI Pioneer Who Decided Privacy Matters More Than Hype
EP 47: The AI Pioneer Who Decided Privacy Matters More Than Hype Aug 3, 2026 3057 If you ever had a document you wished you could just ask questions to - without it leaving your computer, wouldn't be pretty good from data privacy perspective? In this episode, Sam sits down with Dr. Jonathan Schaeffer - Distinguished Professor Emeritus at the University of Alberta, co-founder of the Alberta Machine Intelligence Institute, and founder and CEO of Synsira, creator of KIND — for one
EP 46: Fix the Foundation First: Why Your Data Strategy Is Failing Before the AI Gets Involved
EP 46: Fix the Foundation First: Why Your Data Strategy Is Failing Before the AI Gets Involved Jul 27, 2026 2047 Most companies have spent years buying tools, running pilots, and building dashboards - and they still can't answer the questions leadership needs answered. The problem isn't the technology. It's that no one fixed the foundation first.Ilan Man is the Founder and CEO of Paradox Machines, a data and AI consultancy incubated through the Infinity Venture Studio in New York. A Data & AI leader with
EP 45: Why AI Agents Break in Production: The Missing Harness in Your Data Stack
EP 45: Why AI Agents Break in Production: The Missing Harness in Your Data Stack Jul 15, 2026 1952 An independent evaluation of Snowflake's Cortex Analyst found 6 in 10 AI-generated queries were wrong — but they all compiled and ran without a single error. That's not a model problem. That's a missing harness problem.Pradnesh Patil is the Co-Founder and CEO of Altimate AI — a platform bringing agentic AI to data engineering with tools trusted by Fortune 500s and downloaded more than 1 million ti
EP 44: Human-Centered Credit - Building Explainable AI for Lending in an Agentic World
EP 44: Human-Centered Credit - Building Explainable AI for Lending in an Agentic World Jul 4, 2026 1306 We are letting AI make life-changing financial decisions without requiring it to explain itself. The CFPB says 'insufficient information' is no longer an acceptable reason to deny a loan. The EU AI Act classifies credit scoring as high-risk. And more than half the US workforce - gig workers, fractional leaders, solopreneurs - is still scored by models built for a 1950s economy.Tamara Laine is the
EP 43: The Outsider's Advantage: How Diverse Perspectives Unlock Enterprise AI Success
EP 43: The Outsider's Advantage: How Diverse Perspectives Unlock Enterprise AI Success Jun 25, 2026 1627 McKinsey says 88% of organizations are using AI. Only 6% are getting real value. Sumaiya Shrabony argues the gap isn't technical - it's trust. And the people best equipped to see that barrier are almost never in the room when AI rollout strategy gets written.Sumaiya is Technical Program Manager and Data Infrastructure Lead at the University of Colorado Denver, managing 200 data pipelines across a
EP 42:   When AI Meets Robotics: Building Machines That Care
EP 42: When AI Meets Robotics: Building Machines That Care Jun 13, 2026 2128 In this episode, Sam sat down with guest Dr. Mohammad explore what it actually takes to build emotional intelligence into a physical machine - from the technical layers of facial expression recognition and voice intonation analysis to the user experience decisions that matter most when your users are vulnerable, lonely, and elderly. IN THIS EPISODE:▪  How a postdoc in a psychology depart
EP 41: The Reward Signal: The Missing Ingredient in Every AI System You’ve Built
EP 41: The Reward Signal: The Missing Ingredient in Every AI System You’ve Built May 26, 2026 2684 74% of organizations hope to grow revenue through AI. Only 20% are actually doing it. That gap isn't a technology gap — it's a design gap. And today's guest has a name for what's missing: the reward signal.Alexander Liss is a Data and AI Scientist based in Denver, Colorado, with a 30-year career across analytics, strategy, data science, machine learning, and AI. He's built systems that solve estab
EP 40: Governance First: The Architecture Framework That Makes AI Auditable, Defensible, and 99% Cheaper
EP 40: Governance First: The Architecture Framework That Makes AI Auditable, Defensible, and 99% Cheaper May 21, 2026 1650 Most AI governance is a policy document that nobody enforces. And in high-stakes environments - legal, healthcare, finance - that gap between policy and architecture is where disasters happen. In this episode, Dan Driver, founder of Driver AI Agency, walks through exactly how he built CaseReady Intake AI: a legal AI system with governance baked into every architectural decision, zero hallucination
EP 39: Why the Future of AI Belongs to Divergent Thinkers
EP 39: Why the Future of AI Belongs to Divergent Thinkers May 14, 2026 2123 What if ADHD - penalised in classrooms and boardrooms for decades - is actually the competitive advantage in an AI-driven world? Palantir CEO Alex Karp said the future belongs to neurodivergent thinkers. The podcast guest Mark Stiltner has been living proof of that for years.Mark is Senior Director of Content and Web Marketing at Rapyd, the fintech unicorn powering payments across 100+ countries.
EP 38: The Local AI Stack Nobody Talks About (But Should)
EP 38: The Local AI Stack Nobody Talks About (But Should) Apr 22, 2026 2473 You want to run AI locally. You have questions: What hardware do I actually need? Which framework should I use? How much will this cost? What's the realistic performance?In this episode, Sam brings back Trent Rossiter, founder of Logical Data Solutions, for a practical walkthrough of building a production-grade local AI lab. Trent has built real systems for enterprise clients, tested frameworks on
EP 37: Neurons: Future of AI Processing
EP 37: Neurons: Future of AI Processing Apr 19, 2026 1777 What if the next generation of computers wasn't made of silicon — but of living human neurons? Not simulated neurons, not artificial neural networks inspired by biology, but actual brain cells grown in a lab, connected to electrodes, and used to process information. That's not science fiction anymore. It's happening right now at FinalSpark, a Swiss startup building the world's first remotely acces

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