Data Driven

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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
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Thanos Diakakis on Surviving the Software Apocalypse – AI, Agile, and Good Engineering
On this episode of Data Driven, we venture into the ever-shifting landscape of software engineering, AI-assisted coding, and the sometimes chaotic future of development teams with special guest Thanos Diacakis—no, not the Marvel villain, but a powerhouse in software leadership whose career spans scrappy startups to tech giants like Uber.Hosts Frank La Vigne, Andy Leonard, and resident AI BAILeY welcome Thanos for an insightful, witty, and sometimes philosophical conversation about the promise and perils of AI in software engineering. From the rise (and risks) of “vibe coding” to the changing definition of good engineering, Thanos shares firsthand experiences, pitfalls to avoid, and why solid fundamentals matter now more than ever—even with AI churning out code at lightning speed.We also explore how AI is reshaping workflows for both solo developers and large teams, the difference between local and global efficiency, and how bottlenecks are shifting in this new era. Thanos breaks down his “seven mental models” for effective engineering, demystifies the right way to work with AI tools (instead of letting them run wild), and explains why junior devs still deserve a seat at the table.If you’re curious about the real impact of AI-assisted coding, worried about the next wave of software “apocalypse,” or just eager for practical strategies to keep your teams productive and sane, this episode is packed with the wisdom, humor, and actionable takeaways you’ll want to hear. Buckle up as we dive deep into the code base—this is Data Driven, where the only thing disappearing is inefficiency.LinksCosmic Teacups: https://www.cosmicteacups.com/The Goal 40th Anniversary Edition: https://amzn.to/4lGhZbI (Amazon affilliate link)The Goal Graphic Novel (Yes, really) https://amzn.to/47ohIXx (Amazon affilliate link)Time Stamps00:00 "Exploring AI Coding with Thanos"05:20 Revolutionizing Productivity with Code08:18 Cross-Platform Utility Development12:14 Database Costs Drop, Demand Surges14:43 Unauthorized Copying of Software Manuals17:54 "Chunked Narratives Enhance LLM Performance"19:43 Grox Impressive Despite Incompletion24:40 Reviving a Startup with AI28:53 Bottleneck Identification and Resolution Strategy29:37 Incremental Improvements Drive Success34:40 Agile's Evolution: Remembering Its Roots38:41 Balancing Features and Tech Debt42:50 Software Estimations: A Management Trap45:55 Managing Project Time Expectations47:47 Trust Building Through Incremental Delivery51:23 Language Models: Human Cognition Parallel?56:04 "Exploring Intelligence: Brains vs. AI"58:06 "Data Driven Episode Conclusion"
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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"
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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"
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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
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Om 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.

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