Soumava Dey

Data Science With Sam

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. DISCLAIMER: The views and opinions expressed in this podcast are solely those of the host(s) or guest(s) and do not necessarily reflect the policy or position of any organization. The podcast is intended to provide general educational information and entertainment purposes only.

Author

Soumava Dey

Category

Technology

Podcast website

soumavadey87.podbean.com

Latest episode

Jul 4, 2026

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Episodes

EP 44: Human-Centered Credit - Building Explainable AI for Lending in an Agentic World 04.07.2026

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 25.06.2026

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 13.06.2026

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 department be...

EP 41: The Reward Signal: The Missing Ingredient in Every AI System You’ve Built 26.05.2026

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 esta...

EP 40: Governance First: The Architecture Framework That Makes AI Auditable, Defensible, and 99% Cheaper 21.05.2026

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 14.05.2026

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) 22.04.2026

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 o...

EP 37: Neurons: Future of AI Processing 19.04.2026

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...

EP 36: NVIDIA GTC 2026: Everything That Matters - Recapped 28.03.2026

Jensen Huang took the stage at SAP Center in San Jose on March 16th and announced that NVIDIA now expects one trillion dollars in chip orders through 2027 — double the forecast from just one year ago. Sam breaks down the five biggest stories from GTC 2026 in under 10 minutes. In this episode: the Vera Rubin platform (7 new chips, 5 rack types, built for inference and agentic AI), the Groq 3 LPU (N...

EP 35: Who Actually Controls AI? The Governance Gap Explained 23.03.2026

There's no international treaty governing AI, no agreed definition of "safe AI," and nobody with actual authority over frontier model deployment. A handful of CEOs make decisions with civilizational implications while governance structures lag years behind. This episode examines who's responsible for AI governance. The current state? Fragmented and lagging. The US has no comprehensive federal AI l...

EP 34: DeepSeek R1 vs GPT-4: The $6M Model That Changed AI Economics 23.03.2026

In January 2025, Chinese AI lab DeepSeek released DeepSeek R1—a model matching GPT-4 class performance at a fraction of the training cost. It wiped $600 billion off NVIDIA's market cap in a single day. Twelve months later, the ripple effects are still reshaping the AI industry. This episode cuts through the "China beats America" headlines to explain the actual technical and economic implications....

EP 33: Agents Everywhere: What Agentic AI Actually Means for Your Job 18.03.2026

Everyone's talking about agentic AI, but there's a gap between the hype ("AI will do your job for you") and the reality, which is more nuanced and frankly more interesting. The word "agentic" has officially crossed from technical jargon into buzzword territory—simultaneously everywhere and nowhere. Everyone's using it, few can define it precisely. This episode cuts through the noise to explain wha...

EP 32: AI Discovers Drugs: The 2026 Clinical Trial Moment for AI in Biotech 16.03.2026

For years, AI in drug discovery has been a promise—billions invested, hundreds of papers published, dozens of startups founded, but actual drugs coming out the other end? Not yet. This is changing in 2026. Several AI-discovered drug candidates are now entering mid-to-late stage clinical trials. This is the year the receipts arrive for AI in drug discovery. The biotech industry is calling 2026 a la...

EP 31: Google's $30M Bet: The AI Impact Summit India and the Global South 14.03.2026

Every major AI summit has been held in San Francisco, London, or Washington — until now. In this episode, Sam breaks down what happened when Google CEO Sundar Pichai flew to New Delhi to open India's AI Impact Summit, and why it sent a clear geopolitical signal about the future of AI's global expansion. Sam unpacks Google's major commitments announced at the summit — including a $30 million AI for...

EP 30: OpenClaw: The Open-Source AI Agent That Got Its Creator Hired by OpenAI 09.03.2026

Exploring the rise of OpenClaw, a viral open-source AI project, its capabilities, security risks, and industry impact. Learn how community-driven AI is transforming automation and the importance of security in AI development. Key Topics Covered OpenClaw's development and viral growth Security risks and mitigation in AI bots Industry impact and future of AI agents   Sound Bites "AI bots going rogue...

EP 29: The Pentagon Showdown: OpenAI vs Anthropic and the Soul of AI 08.03.2026

An in-depth analysis of the recent AI controversy involving Anthropic, OpenAI, and the US government, exploring the implications for AI ethics, warfare, and industry dynamics.   Key Topics Covered: Anthropic's contract with the US Department of Defense Red lines for AI in military use OpenAI's secret Pentagon negotiations Public and industry reactions to AI warfare policies Implications for AI eth...

EP 28: The AI Revolution: Redefining Healthcare Financing 07.01.2026

In this episode, Sam Dey interviews Sharmeen, founder of Lyyvora, a platform revolutionizing AI-driven healthcare financing for independent clinics, particularly women-owned practices. They discuss the challenges these clinics face in accessing capital, the innovative human-centered approach Lyyvora employs to streamline the lending process, and the importance of leveraging real data over traditio...

EP 27: AI and the Creative Arts: Innovation or Appropriation? 25.11.2025

Can a machine create art? Should it? And if it does, who owns it? In this episode, I sit down with Andres—creative technologist, founder of Red Mage, and advocate for equitable AI—to tackle one of the most controversial conversations in tech right now: AI's role in creative industries. What we discuss: ✅ How generative AI has transformed creativity in just two years ✅ The copyright battleground:...

EP 26: The Future of Healthcare - AI, Data and Human Touch 26.10.2025

Can AI revolutionize cancer treatment? Dr. Sriman Swarup, a practicing oncologist and data scientist at OncoNexus, joins us to discuss where AI is making real impact in oncology today—and where it's falling short. We explore data quality challenges, building trust with patients and physicians, and the path to true precision medicine. Dr. Swarup shares his vision for AI-driven cancer care and why A...

EP 25: AI Revolution in Marketing: From Traditional to Transformational 27.09.2025

In this episode of DataScienceWithSam, host Sam sits down with Egbavwa Pela, CEO of InsightsRx.ai, to explore how artificial intelligence is transforming the marketing landscape. We dive deep into Egbavwa's journey from traditional media and marketing into the AI space, discussing the revolutionary impact AI is having on campaign effectiveness, audience segmentation, and content creation. Our conv...

EP 24: Redefining Data Science in the Generative AI Era 30.08.2025

Join host Sam as he explores how generative AI is reshaping data science with Claire Longo, a seasoned data scientist and AI researcher. From the shift from feature engineering to prompt engineering, to the evolution of data cleaning and the importance of statistical thinking in the age of LLMs, Claire shares practical insights for navigating this rapidly changing field. Key Topics: How generative...

EP 23: AI in Marketing Strategies 03.08.2025

In this episode, we sit down with Joya Scarlata , Director of Digital Marketing at Interra Information Technologies (InterraIT), where she has been leading transformative B2B marketing initiatives for nearly 12 years. Joya brings a unique perspective to AI in marketing, combining her background in International Relations with deep expertise in data-driven marketing strategies. What We Cover: ✨ Jo...

EP 22: Governing AI with Purpose and Inclusion 03.07.2025

In this thought-provoking episode, we explore the critical intersection of AI governance, ethics, and representation with leaders from the Asian Women Advancing AI (AWAAI). Our guests break down the fundamentals of AI governance, explaining why proper oversight is essential in our rapidly evolving tech landscape. We dive deep into the challenge of creating fair and unbiased AI systems, examining h...

EP 21: AI Transformation: Beyond the Hype 22.06.2025

Most companies are getting AI transformation spectacularly wrong. In this eye-opening episode, we sit down with data and AI thought leader Nan Li to uncover why adoption—not technology—remains the #1 barrier to AI success. Forget the buzzwords and empty promises. This is a no-nonsense conversation about what actually works in AI transformation. Nan challenges the conventional wisdom, revealing why...

EP 20: Understanding AI Agents: From Basics to Future Potential 22.03.2025

In this episode, the guest breaks down the fundamentals of AI agents in an accessible way for non-technical audiences. From understanding what makes AI agents different from traditional AI systems to exploring their potential future applications, this episode offers a comprehensive introduction to this cutting-edge technology.

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