

Data Driven
Data Driven
Data Driven: the podcast where we explore the emerging field of Data Science. We bring the best minds in Data, Software Engineering, Machine Learning, and Artificial Intelligence right to you every Tuesday.
The field of data science mashes up the worlds of statistics, database architecture and software engineering. Data Scientist has been labelled by the Harvard Business Review, as "the sexiest job of the 21st century." A quick search of job search sites reveal that this field is in high demand.
In a world where Data is the new Oil, Data Science the new Refineries, consider this Car Talk for the Data Age. Every week we bring the best minds in this emerging field straight to you. Our goal is to educate and inspire our listeners so that they can be prepared to thrive in a Data Driven world.
The field of data science mashes up the worlds of statistics, database architecture and software engineering. Data Scientist has been labelled by the Harvard Business Review, as "the sexiest job of the 21st century." A quick search of job search sites reveal that this field is in high demand.
In a world where Data is the new Oil, Data Science the new Refineries, consider this Car Talk for the Data Age. Every week we bring the best minds in this emerging field straight to you. Our goal is to educate and inspire our listeners so that they can be prepared to thrive in a Data Driven world.
Episodes
Mentioned books

Oct 1, 2025 • 51min
Compute, Carbon, and Cashflow Silicon Data’s Big Bet on GPU Markets
Welcome to another episode of Data Driven, where we dive deep into how data and AI are shaping—sometimes shaking—the modern world. In this episode, hosts Frank La Vigne, Andy Leonard, and Carmen Li sit down with Carmen Lee, the trailblazing CEO of Silicon Data and a former Bloomberg data aficionado.Carmen’s on a mission to bring clarity to the wild west of GPU compute markets, and she shares with us how she’s turning raw compute into a true tradable commodity—think futures markets for GPUs, the “Bloomberg terminal” for AI infrastructure, and perhaps even a Carfax for your next used GPU cluster.Together, they explore everything from why AI startups struggle with fluctuating margins, to the crucial role TSMC plays in the world economy, all the way to the data transparency that might be the missing piece in AI’s explosive growth. Whether you’re curious about benchmarking GPUs, tokenomics, managing infrastructure costs, or just want a glimpse into the future of data markets, this one’s for you.Stay tuned for a fascinating conversation on normalizing chaos, hedging tech costs, geeking out over hardware, and even a few laughs about used GPU “car lots” in Virginia. Let’s get data driven!LinksSilicon Data -https://www.silicondata.com/Dancing with Qubits -https://amzn.to/4mIOG8UThe Nvidia Way -https://amzn.to/3VH9aUvTime Stamps00:00 "AI Commodities and GPU Markets"06:56 Ecosystem Transparency Benefits All10:55 AI SaaS Cost Optimization Challenges13:41 Token Economics in Cloud AI15:27 Optimizing GPU and Token Commitment18:41 Token-Based Product Innovation25:00 "Verifying UIDs and Connectivity"28:43 Measuring GPU Performance30:41 Supply Chain Impact on GPU Industry35:43 "TNC's Unchallenged Leadership in Supply Chain"36:31 Silicon Ecosystem Collaboration39:38 Nvidia's Strategic TSMC Capacity Purchase42:51 Bloomberg's Media and Finance Expansion46:53 "Quantum Reading Challenges"50:13 "Data Driven Podcast Wrap-Up"

Sep 25, 2025 • 54min
Why Simulating Reality Is the Key to Advancing Artificial Intelligence
In this episode, we're joined once again by Christopher Nuland, technical marketing manager at Red Hat, whose globe-trotting schedule rivals the complexity of a Kubernetes deployment. Christopher sits down with hosts Bailey and Frank La Vigne to explore the frontier of artificial intelligence—from simulating reality and continuous learning models to debates around whether we really need humanoid robots to achieve superintelligence, or if a convincingly detailed simulation (think Grand Theft Auto, but for AI) might get us there first.Christopher takes us on a whirlwind tour of Google DeepMind’s pioneering alpha projects, the latest buzz around simulating experiences for AI, and the metaphysical rabbit hole of iRobot and simulation theory. We dive into why the next big advancement in AI might not come from making models bigger, but from making them better at simulating the world around them. Along the way, we tackle timely topics in AI governance, security, and the ethics of continuous learning, with plenty of detours through pop culture, finance, and grassroots tech conferences.If you’re curious about where the bleeding edge of AI meets science fiction, and how simulation could redefine the race for superintelligence, this episode is for you. Buckle up—because reality might just be the next thing AI learns to hack.Time Stamps00:00 Upcoming European and US Conferences05:38 AI Optimization Plateau08:43 Simulation's Role in Spatial Awareness10:00 Evolutionary Efficiency of Human Brains16:30 "Robotics Laws and Contradictions"17:32 AI, Paperclips, and Robot Ethics22:18 Troubleshooting Insight Experience25:16 Challenges in Training Deep Learning Models27:15 Challenges in Continuous Model Training32:04 AI Gateway for Specialized Requests36:54 Open Source and Rapid Innovation38:10 Industry-Specific AI Breakthroughs43:28 Misrepresented R&D Success Rates44:51 POC Challenges: Meaningful Versus Superficial47:59 "Crypto's Bumpy Crash"52:59 AI: Beyond Models to Simulation

Aug 25, 2025 • 52min
Dr Ido Zamberg on The Role of AI in Modern Healthcare Delivery From Databases to Defibrillators
Welcome to another episode of Data Driven! Today, hosts Frank La Vigne and Andy Leonard, are joined by Dr. Ido Zamberg—a rare breed who’s equally comfortable rebooting servers and saving lives. Dr. Zamberg is a physician, software engineer, chief medical officer at C8 Health, and a true innovator at the intersection of medicine and technology. In this episode, we dive into his unique journey from startups and coding to the operating room, exploring how his hands-on technical expertise is helping frontline clinicians access real-time, AI-powered decision support.Expect fascinating insights into the evolution of healthcare technology, the challenges (and rewards) of bridging vastly different worlds, and why seamless access to best practices at the point of care can be truly lifesaving. Dr. Zamberg shares anecdotes from his career, reflects on the importance of context-driven solutions, and offers a behind-the-scenes look at making clinical workflows smarter, faster, and safer with modern AI. So if you’re curious about how SQL queries meet scalpel skills, this is an episode you won’t want to miss!Time Stamps00:00 From Software Engineer to Physician-Entrepreneur06:04 "From Tech to Medicine: A Journey"07:43 Tech-Medicine Integration Challenges12:55 Diverse Medical Experience Overview14:49 "Healthcare Solutions Over Tech Focus"18:41 Hospital Best Practices Standardization20:46 Streamlined Clinician Information Platform23:59 Solving Healthcare Inefficiencies29:22 Understanding the Challenges of Tough Jobs30:11 Practice Grace Over Wealth33:59 Healthcare Platform for Providers39:11 Generative AI in Clinical Queries42:16 Value of Expertise in Problem-Solving43:48 Praising Expert in AI Medicine47:50 AI Revolutionizing Healthcare Information51:27 Data, Coffee, and Code Insights

Aug 20, 2025 • 59min
Thanos Diakakis on Surviving the Software Apocalypse – AI, Agile, and Good Engineering
Thanos Diakakis, a software leadership expert with over 25 years in development, discusses the evolving landscape of AI in coding and engineering. He introduces the concept of 'vibe coding' and its implications on team dynamics and mental well-being. Thanos emphasizes the importance of maintaining engineering fundamentals even in the AI era while sharing his 'seven mental models' for effective software practices. Listeners will gain valuable insights into navigating AI tools and the shifting bottlenecks in development workflows, making this a must-listen for tech enthusiasts.

Aug 12, 2025 • 1h 8min
Dr Mike Orkin on Blackjack, Lightning, and Apophenia: The Surprising Psychology of Probability
On this episode of Data Driven, we’re shuffling up some probability, statistics, and a bit of Las Vegas magic with Dr. Michael Orkin—a renowned statistician, data scientist, and former advisor to casino odds makers. Hosts Andy Leonard, Frank La Vigne, and BAILeY dig into the fascinating numbers behind games of chance, uncovering why the house almost always wins and how our brains are wired to find patterns—sometimes where none exist.Whether you’re a data enthusiast, a casual gambler wondering why your lucky streak never lasts, or just curious about how randomness, probability, and big jackpots work, this episode has you covered. Dr. Orkin breaks down concepts like the house edge, expected value, card counting, the allure (and statistical pitfalls) of lottery tickets, and the psychology driving “hot” and “due” gambling strategies. Plus, he weighs in on lightning strikes, Black Swan events, correlation and causation, and the curious human habit of seeing connections in random outcomes.So, get ready for a lively conversation that reminds us data is everywhere—especially where stakes are high and luck seems just out of reach. Whether you’re here for probability puns, real-world math, or the stories Vegas doesn’t want you to know, this is one episode you won’t want to miss!LinksThe Story of Chance https://amzn.to/45qOe8x Dr Mike's Substack https://drmikeorkin.substack.com/Moments00:00 Casino House Edge Explained08:54 "Random Chance and Unlikely Events"12:03 Justifying Buying Lottery Tickets16:58 "SBF: Crypto King Unraveled"26:34 Lightning Strike Probability Calculation Issues32:26 Average Beyond Desk Boundaries33:26 "Defining Accident Prone"39:31 Misjudging Odds with Normal Curve45:50 Avoiding Lightning Strikes: Bay Area55:11 Casino Mind Games Experience56:20 Roulette Betting Strategies: Apophenia01:03:33 "Dr. Orkin's Website & Substack"01:07:19 "Probability and the House Edge"

Jul 30, 2025 • 1h 5min
From Cold War to Code Wars: Unpacking America’s Bold AI Strategy
Welcome to another episode of Data Driven, where we delve deep into the crossroads of data, technology, and the ever-shifting world of geopolitics. In this packed episode, hosts Frank La Vigne and Bailey are joined by Christopher Nuland, AI technical marketing manager at Red Hat, for a candid, no-holds-barred discussion on the newly released America's AI Action Plan.Together, they tackle everything from the resurgence of Cold War tensions in the AI arena to the complexities of “AI sovereignty” and what it really means for the US, China, and the rest of the world. Expect spirited debates about EU’s place in the global AI race, the real-world implications of chip supply chain disruptions, and the heated rhetoric around workforce security in an era when AI is starting to replace traditional jobs.The conversation weaves through existential questions—can AI ever truly reason, or are we just witnessing the rise of superpowered “spreadsheet goblins?”—and gets hands-on with the very real risks (and opportunities) of rolling out LLMs in everyday workplaces. Plus, the team touches on power-hungry data centers, potential impacts on the job market, and even finds time to swap sci-fi references from The Expanse to Ghost in the Shell to help paint a picture of what our AI-dominated future might look like.Buckle up for a dense, dynamic, and dangerously nerdy journey into the world of AI policy, technology, and what it means for all of us. Let’s get into it!Timestamps00:00 AI Geopolitics & America's Action Plan08:14 EU's Role in Tech Hierarchy14:10 "US Focus: Securing AI Workforce"20:40 Supply Chain Security in Software24:24 Politicians' Technical Proficiency Limits27:19 AI Sovereignty and Cultural Values33:52 CHIPS Act: Innovation and Expansion Hopes38:11 "AI Vulnerability: Patch Attacks"47:58 Maryland Power Line Controversy50:09 "AI Impact on Jobs & UBI"55:47 Techno Feudalism Perspective01:04:41 "AI Sovereignty: A Geopolitical Chess Match"

Jul 23, 2025 • 57min
Dr Alan Bekker on Multimodal Avatars, Education, and Authentic Digital Connections
In today’s conversation, hosts BAILeY and Frank La Vigne sit down with Dr. Alan Becker, co-founder and CEO of E Self AI and former co-founder of Voca AI, which was acquired by Snap in 2020. Dr. Becker brings a powerhouse combination of academic expertise and entrepreneurial experience, with a PhD in machine learning and AI and research spanning voice, NLP, and computer vision.This episode dives into how E Self AI is transforming human-machine interaction by moving beyond chat and voice—introducing real-time face-to-face video AI assistants. Imagine smarter digital avatars that don’t just talk but engage visually and contextually, delivering personalized tutoring, streamlined customer service, and even real estate tours.Along the way, the conversation goes deep: they discuss the pyramid of engagement from text to voice to fully visual interaction, and what the next generation of AI means for education, accessibility, and the way we connect with each other. Dr. Becker offers insights from his research on multimodal AI and reflects on the very philosophical questions these new technologies raise—like authenticity, connection, and the future of what we call “real.”Whether you’re curious about the engineering magic behind lifelike avatars, the ethical dilemmas of AI interviews, or how technology is reshaping the learning experience, this episode is a fascinating look at where artificial intelligence—and humanity—are headed next.Strap in, update your firmware, and get ready to stay Data Driven.ESelf Website: https://www.eself.ai/TimeStamps00:00 "Exploring AI with Dr. Becker"05:49 Accessibility Drives eSelf's Innovation Journey06:58 Advanced Voice Interaction Evolution11:33 Personalized Tutoring via Multimodal AI14:33 AI in Sci-Fi and Real Life16:21 Understanding Users Via Encoding Algorithms19:44 Digital Twin to AI Avatars Transition23:14 AI Misunderstandings Due to Background Noise27:19 AI's Role in Job Interviews32:36 Nvidia Tool Alters Eye Contact35:15 AI-Human Communication Blur38:31 Reality and Gaming Perception Debate41:51 Influencer Reality vs. Perception44:45 Identity and Authenticity Dilemma48:30 "Influencer's Authenticity vs. Flashiness"53:22 Fake Celeb Math Explainer TikToks56:10 "AI's Future: Human-Like Interaction"57:07 Data-Driven Focus

Jul 15, 2025 • 44min
Christopher Nuland on Stacking Servers & Superintelligence: Hype and Reality Behind AI 2027
Welcome to another episode of Data Driven—the podcast where we explore the future of technology, one neural network at a time. In this episode, your hosts Frank La Vigne and Bailey are joined by Christopher Newland, Principal AI Technical Marketing Manager at Red Hat, globetrotter, and resident connoisseur of computer flea markets. Together, they embark on a lively journey through the ever-evolving landscape of artificial intelligence.You’ll hear tales of racking servers in suburban garages, nostalgic detours through the golden age of CompUSA and cable boxes, and candid reflections on building (and rebuilding) home labs. But it’s not all geek nostalgia. The conversation dives deep into the highly-discussed AI 2027 report—a speculative look at how AI might break free from human control, achieve superintelligence, and fundamentally alter our relationship with technology and society.They unpack the challenges of AI infrastructure, the real-world limits of doomsday predictions, and the growing importance of data privacy and AI sovereignty. It’s a spirited, thought-provoking, and sometimes hilarious ride through past, present, and possible futures of artificial intelligence. So grab your favorite GPU-powered device, settle in, and get ready for a fascinating exploration of what might just send our world delightfully sideways by 2027!Time Stamps00:00 "AI 2027: Future Unplugged"05:47 Nvidia DGX Spark: AI Desktop Revolution09:42 "Experienced Workers Elevate Retail Experience"11:41 Early PC Build Challenges17:00 Supply Chain Management Challenges19:35 Garage Tech Showcase Challenges23:22 AI Deception and Arms Race24:34 Robotics Future and AI Manpower29:15 Concerns with 2027 AI Report32:41 Balancing Regulation and Free Market37:04 "Theoretical Limits of AI Models"38:32 "AI Sovereignty Discussion"43:03 "Stay Curious, Stay Data Driven"

Jun 13, 2025 • 1h 1min
Amir Berman on Making Construction Smarter with AI and Analytics
In this episode, host Frank La Vigne is joined by Amir Berman, VP of Industry Transformation at Buildots, to explore how AI, computer vision, and cutting-edge analytics are revolutionizing the construction industry. Forget everything you thought you knew about dusty blueprints and endless delays—Amir shares how technology is helping build smarter, safer, and more efficient job sites. From real-time progress tracking with 360° cameras to predictive analytics that keep billion-dollar projects on schedule, this conversation uncovers how digital transformation is reshaping one of the world’s oldest industries. Whether you’re a tech fanatic, data enthusiast, or just curious about how skyscrapers go from chaos to code, this episode builds a compelling case for the power of AI in construction. Grab your virtual safety goggles—let’s get hands-on with the future of building.Linkshttps://buildots.com/http://thedatadrivenbook.com/Timestamps00:00 Construction's Digital Transformation Insights09:15 Tech Vendors: Respect Contractors' Limits14:23 "Technology Enhances Construction Oversight"17:03 "Rewiring Minds: Tech Enhances Performance"27:25 Predictive Analytics Exposes Construction Delays28:19 Proactive Problem-Solving in Construction38:31 Tech-Enhanced Workforce Retention Strategy40:28 AI for Pipeline Problem Mitigation45:14 "From Flash to Data Analytics"52:24 The Innovator's Dilemma Explained54:56 Embracing AI After Windows Mobile Flop01:00:29 "Smart Construction with Computer Vision"

33 snips
May 22, 2025 • 58min
The AI Driven Leader: Rethinking Strategy, Decision Making, and Personal Growth
Geoff Woods, bestselling author of "The AI Driven Leader" and founder of AI Leadership, dives into how leaders can harness AI as a transformative thought partner. He explains his innovative CRIT framework to help executives go beyond basic AI use and tackle high-stakes decisions effectively. Through engaging real-world examples, Geoff illustrates AI's potential to reshape leadership and inspire personal growth, urging listeners to embrace AI as a collaborative ally rather than just another tech tool.