Explore the transformative power of MLOps with Andy McMahon as he discusses the importance of operationalizing machine learning models for business impact. Learn about the evolution of MLOps, choosing between batch and streaming pipelines, challenges of generative AI, and essential software engineering skills. Discover the value of a comprehensive ML engineering book for professionals in the data science field.

Embark on a captivating voyage into the intricacies of AI with Abi Aryan, the financial wizard turned tech trailblazer, who unveils the transformative power of machine learning in our latest episode. Witness the metamorphosis of data pipelines and video classification as Abi elucidates her groundbreaking research at UCLA and her influential work within the entertainment industry. Her commitment to social impact and democratizing AI is palpable as she offers a glimpse into her mission of miniaturizing large language models to fit into the palm of your hand, ensuring the future of tech is not only responsive but delightfully anticipatory.As we unravel the complexities of operationalizing Large Language Models, Abi's insights illuminate the shifting landscape of product experiences, where AI is not just a component but the orchestrator. She expertly navigates the technical finesse required to tailor AI for IoT devices, merging the realms of luxury and practicality for the ultimate smart living experience. Tune in to discover how Abi's pioneering work is crafting a future where technology doesn't just blend into our lives; it enhances them with an intuitive touch, anticipating our every need with intelligence and grace.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.

Mehmet Ozan Kabak, Ph.D. joins us to introduce the idea of AI-native application development. Ozan applies his real world experience working on machine learning at Instagram Signals and various other roles in AI & ML.  Embark on a transformative journey into the heart of AI infrastructure with Ozan Kabak, a beacon of knowledge in the realms of AI and machine learning. Our enlightening dialogue traverses the landscape of 'AI native' applications, where Ozan's insights bridge the gap between academic theory and industry practice. Through anecdotes from his Stanford days to tales of data infrastructure dilemmas, Ozan demystifies the often-overlooked development hurdles such as model monitoring and the balance between training and inference. This episode promises to illuminate the intricate dance behind the scenes of deploying AI solutions, sparing not a detail on the developer's labor and the pivotal moments that shape the backbone of AI applications.Gain an edge as we unpack the strategic foresight necessary for wielding AI in business; a cautious approach underscored by the significance of a robust data framework and the lurking risks of customer-facing AI systems. Ozan's expertise shines as we introduce Apache Arrow, the open-source project championing data format interoperability, heralding a new era of standardization and best practices. Be prepared to peer into the crystal ball of AI's future with us, where efficiency reigns supreme, and the compute landscape is primed for an overhaul. We grapple with the immense potential and existential considerations of large language models, examining how today's marvels could become tomorrow's masters. Tune in for a session packed with insights that will redefine your perspective on AI's current and future roles.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.

Embark on an intellectual odyssey with Chris White, CTO at Prefect, as he recounts his metamorphosis from a mathematician steeped in the abstract world of optimization theory to a data science maestro and software development virtuoso. Discover how Chris's mathematical prowess translates into creative and practical solutions for data workflows, and how this synergy is revolutionizing the tech landscape. Our conversation peels back the layers of data science, revealing the indispensable role of automated workflows in bolstering productivity and bringing clarity to the complexities that data teams navigate daily.Feel the pulse of innovation as we delve into the essence of Prefect, the workflow management system that addresses the shortcomings of existing tools and aligns with the intuitions of Python developers. Chris lays bare the intricacies of integrating event-driven constructs that enhance processing efficiency, and how Prefect tailors to the needs of both budding engineers and seasoned code wizards. Looking ahead, we glimpse the potential of managed compute offerings and AI integrations that promise to transform mundane workflows into robust workflow applications, setting a new standard for configuration management and collaborative coding.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.

Unlock the secrets of engaging developer communities and the transformative world of real-time data analytics with our guest, Viktor Gamov of StarTree. From crafting code to leading developer relations, Viktor unravels his career evolution, highlighting how fostering connections and sharing knowledge with developers has reshaped the landscape of tech communication. His take on the democratization of technical know-how reveals the profound impact of making what was once consultancy-exclusive, accessible to all. Tune in for a masterclass on the importance of community in the tech industry and how it can break barriers for innovation.Are you ready to see data come to life? Viktor’s thrilling exposition on Kafka, KSQL, and Apache Pino turns the arcane into the amazing, using a real-time Pac-Man game dashboard to illustrate the revolutionary shift from batch to stream processing. Witness the rebirth of open-source technologies and grasp the concept of 'data in motion' as we discuss the critical importance of streaming platforms in modern data architecture. Viktor's expertise in developer relations shines as he demonstrates the value of making complex tech relatable and relevant to business needs.The data landscape is ever-evolving, and with the rise of AI, the stakes have never been higher. In an era where milliseconds matter, Viktor peels back the layers of how Apache Pino is driving real-world solutions for industries galore. From restaurant load management to transaction tracking, discover how real-time analytics are informing strategic business decisions. As we journey with our guest back to his roots in data and game development, we're reminded of the cyclical nature of passion and profession—where one's beginnings often foretell the trajectory of their career. Don't miss out on this episode, where we connect the dots between nostalgia and the next wave of data innovation.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.

Prepare to unlock the secrets of successful data infrastructure investment with the guidance of Ryan Wexler, VP at Unusual Ventures. Transitioning from the meticulous realm of data engineering right into the heart of venture capitalism, Ryan offers an unparalleled perspective on pinpointing the most promising data companies. This episode is a treasure trove of insights, where we uncover the critical ingredients that elevate a startup from a mere niche player to a scalable powerhouse in the competitive data sector, all thanks to the strategic support Unusual Ventures provides.As we navigate the intricate evolution of the modern data stack, it becomes clear that while data warehouses once lured enterprises with their cost-effectiveness, burgeoning scales of operation have led to some sleepless nights over soaring expenses. This is where our discussion takes a turn into the groundbreaking realm of data lakes and independent storage solutions – the silent disruptors offering a respite by decoupling storage from compute costs. Listen in to understand how businesses are strategizing to harness these technologies for optimized data management, marking a seismic shift in the tech landscape.And then there's the undeniable surge of AI – a tidal wave of innovation that's transforming the face of industry after industry. This episode peeks behind the curtain of AI integration, highlighting how trailblazers like Druva and ThoughtSpot are embedding AI to revolutionize their offerings. As we dissect the proliferation of AI tools, our dialogue serves as a compass for startups and enterprises alike, emphasizing the importance of a laser focus on ROI and the wisdom of keeping those burn rates low amidst an ever-changing economic backdrop. Join us for a journey that not only demystifies the complexities of data ROI but also navigates the myriad choices in the expanding universe of AI adoption.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.

Get ready to revolutionize your approach to customer engagement with the insights from Alex Levin, the visionary CEO behind Regal.io. In our latest episode, we break down the transformative power of treating every customer like royalty, the secret sauce that's reshaping business strategy in a digital-first marketplace. As Alex takes us from his unexpected tech pilgrimage to the founding of Regal.io, you'll discover the game-changing potential of unified customer profiles that tailor experiences across the board—from retail therapy to the nurturing of patient relationships in healthcare.Imagine a world where your business could predict and fulfill every customer's desire before they even click 'send' on that service inquiry. That's the crux of our discussion with Alex, where we dissect the intricacies of customer service at scale, the revolution in email marketing, and the marvels of journey builders that are setting new standards for brand engagement. Finally, join us as we navigate the digital marketing terrain that's swiftly moving away from costly, ephemeral channels to forging direct, lasting relationships with customers. As Alex shares his expertise, we look at the pivotal role of AI and large language models in gleaning context from data—ushering in an era of customer interaction that's both incredibly personalized and meticulously overseen by the human touch. This isn't just a conversation; it's a masterclass in staying indispensable in the SaaS consolidation wave and becoming the data steward your company needs to succeed in the ever-competitive marketplace.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.

Ever wondered why the philosophical and cultural considerations of data work are essential? You're in for a treat as Santona Tuli, Ph.D. , Upsolver's Head of Data, joins us for an enlightening discussion. Santona shares her takeaways from Coalesce 2023 and the importance of understanding the 'why' behind data work. We traverse the nitty-gritty of grappling with streaming and batch data workloads, shedding light on the imperativeness of balancing data freshness with resource efficiency. Plus, we don't leave out the current happenings in the data scene like the rise of data streaming, portable compute options like DuckDB and the potential hiccups in bringing it back into the cloud for collaboration.Reliving our experiences at the recently concluded DBT Conference, we muse over the irreplaceable value of face-to-face conferences in fostering connections with fellow data enthusiasts. The conference wasn't just about serious talks; there were also fun-filled booths with puppies and headshots! The mystery surrounding the new product, MotherDuck, doesn't escape our discussion as we speculate about its potential role in the modern data stack. Reflect with us on the philosophical implications of our work and its impact on our mental health and overall job satisfaction. Get ready for an episode packed with insights, reflections, and a healthy dash of speculation.Follow Santona Tuli on LinkedInWhat's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.

Ever wonder how a chicken shop got your order just right? Today, we're discussing the transformative power of edge computing in fast food, with insights from Brian Chambers, chief architect at Chick-fil-A, and KC Rakam, head of customer engineering at Google Cloud. Get ready to understand how data centralization enhances customer experience and how the future of the restaurant industry can potentially be driven by IoT and automation.Next on the menu is a deep dive into the world of AI. We discuss how this revolutionary technology is shaping the creation of AI-powered products, with a focus on three significant use cases: customer experience, marketing automation, and developer experience. We'll uncover the crux of streamlining actions with AI, the importance of having a solid foundation of data before launching AI initiatives, and the invaluable advice for data teams contemplating AI adoption.As we continue our conversation, we'll delve into the broader implications of AI in shaping modern experiences and business value. From using Warren Buffett's timeless advice in the context of economic downturns to understanding the business value of AI projects, we're covering it all. You'll hear real-world examples, including a tale of an AI-generated Instagram influencer, and understand the infinite possibilities of AI. Wrapping up, we'll discuss the future of data and the challenges of data privacy with Brian and KC. So tune in, engage, and stay updated about the latest trends in data and technology!What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.

John K Thompson, co-author of "Causal Artificial Intelligence" and Global Head of AI at EY, shares insights from his extensive career in the field. He delves into the evolution of AI, emphasizing the importance of integrating various AI types for strategic decision-making. John discusses building scalable generative AI infrastructure and identifies common pitfalls, including the need for executive support. He highlights the dangers of a 'set and forget' approach and stresses the importance of collaborative ownership in AI deployment to align with business objectives.