Ajay Krishna - From Lagging Indicators to Leading Insights: The Power of Real-Time Data

Winning With Data

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1
Understanding the Elegant Math Behind Modern Machine Learning 1:14:43

منذ 3 أيام1:14:43

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1:14:43

Artificial intelligence is evolving at an unprecedented pace—what does that mean for the future of technology, venture capital, business, and even our understanding of ourselves? Award-winning journalist and writer Anil Ananthaswamy joins us for our latest episode to discuss his latest book Why Machines Learn: The Elegant Math Behind Modern AI . Anil helps us explore the journey and many breakthroughs that have propelled machine learning from simple perceptrons to the sophisticated algorithms shaping today’s AI revolution, powering GPT and other models. The discussion aims to demystify some of the underlying math that powers modern machine learning to help everyone grasp this technology impacting our lives, even if your last math class was in high school. Anil walks us through the power of scaling laws, the shift from training to inference optimization, and the debate among AI’s pioneers about the road to AGI—should we be concerned, or are we still missing key pieces of the puzzle? The conversation also delves into AI’s philosophical implications—could understanding how machines learn help us better understand ourselves? And what challenges remain before AI systems can truly operate with agency? If you enjoy this episode, please subscribe and leave us a review on your favorite podcast platform. Sign up for our newsletter at techsurgepodcast.com for exclusive insights and updates on upcoming TechSurge Live Summits. Links: Read Why Machines Learn, Anil’s latest book on the math behind AI https://www.amazon.com/Why-Machines-Learn-Elegant-Behind/dp/0593185749 Learn more about Anil Ananthaswamy’s work and writing https://anilananthaswamy.com/ Watch Anil Ananthaswamy’s TED Talk on AI and intelligence https://www.ted.com/speakers/anil_ananthaswamy Discover the MIT Knight Science Journalism Fellowship that shaped Anil’s AI research https://ksj.mit.edu/ Understand the Perceptron, the foundation of neural networks https://en.wikipedia.org/wiki/Perceptron Read about the Perceptron Convergence Theorem and its significance https://www.nature.com/articles/323533a0…

منذ عام واحد 21:15

MP3•منزل الحلقة

In this episode, Jake and Ajay talk about the core ideas and incredible potential of streamOS, how he sells the service to buyers who already have data management, and the importance of speed when delivering data insights.

42 حلقات

#Sports #Science #Tech #ADM #Data #Technology

Winning With Data

Ajay Krishna - From Lagging Indicators to Leading Insights: The Power of Real-Time Data

Winning With Data

published منذ عام واحد

MP3•منزل الحلقة

42 حلقات

#Sports #Science #Tech #ADM #Data #Technology

كل الحلقات

1
Kirk McKeown - Beyond Silos: Building a Centralized Data Marketplace 24:14

منذ 6 weeks24:14

24:14

Kirk McKeown spent 20 years in investment management data and research. He has worked as an analyst for investment firms Hunter Global, Tudor, and Point72. In 2021, he co-founded Carbon Arc , which is building proprietary tech that unlocks insights from petabytes of existing data on a pay-as-you-go basis. In this episode, Kirk discusses the existing gaps in data markets, how the Carbon Arc model is reshaping that landscape, how the company's insights can be applied to sports teams, and the nature of competitive advantage in the business of information.…

1
Ajay Krishna - From Lagging Indicators to Leading Insights: The Power of Real-Time Data 21:15

منذ 8 weeks21:15

21:15

Ajay Krishna spent his early career working on systematic trading and big data equities research at Citadel, then served as head of data science and engineering at analytics firm M Science. In 2022, he founded streamOS , where he is building an operating system that ties together data across the entire financial ecosystem. In this episode, Jake and Ajay talk about the core ideas and incredible potential of streamOS, how he sells the service to buyers who already have data management, and the importance of speed when delivering data insights.…

1
Dr. Erkut Sogut - Beyond the Sidelines: The Rise of Players, Agents, and Globalization in Football 28:46

منذ 16 weeks28:46

28:46

Erkut Sogut holds a doctorate in sports law, and has more than 20 years experience in the football (soccer) agency business. Erkut is the founder of GROW, a player representation agency, and the creator of five important industry newsletters - one released on each day of the working week. His book "How to Become a Football Agent" is now in its third edition. In this episode, Jake and Erkut discuss the shift of power from clubs to players, the globalization of sports, why recruitment can be totally arbitrary, and the (sometimes unfortunate) increase in multi-club ownership.…

1
Julie Souza - Transforming Sports: Leveraging Data and Cloud Technology 28:02

منذ 18 weeks28:02

28:02

Julie Souza is the global head of sports at Amazon Web Services where she drives strategic innovations in data and analytics, generative AI, and next-generation fan experience. She has previously served as vice president of business development and strategy for ESPN and Second Spectrum. In this episode, Jake and Julie discuss the power of working backwards, specific ways data is making sports safer and more exciting, building vs. buying analytic tools, how hockey is making the most of modern tech, and the coming productization of generative AI.…

1
Michael Parekh - The AI Value Stack: Unlocking the Future of Innovation 32:30

منذ 21 weeks32:30

32:30

Michael Parekh is a former partner and managing director at Goldman Sachs. Today, he serves those same roles at MKP Capital Management, focusing on AI and the 4th Tech wave. Michael was using the internet in the 1980s, and has closely watched the evolution of all things digital. He regularly shares his insights with the world on his personal Substack . In this episode, Jake and Michael discuss Michael's theory of the "AI value stack", why we are at "the beginning of the beginning", what's next after the chat bot, and the ongoing race to build the first AI market moat.…

1
Tim Chen - From Idea to Impact: Disrupting Industries with Data and AI 29:09

منذ 27 weeks29:09

29:09

Tim Chen is a managing partner at Essence Venture Capital and part-time advisor to Bessemer Venture Partners. He was a principal engineer at Grid.ai, which created a high-level interface for the Pytorch deep learning network. Cloudera acquired Tim's machine-learning-based startup, Hyperpilot, in 2018. In this conversation, Tim and Jake drill down on what A.I. businesses and products venture capital is really looking to fund, how to tell the hype from real value, and how to think about a product's long vs. short term disruption of a market.…

1
Ben Rosenkranz on Elevating Fan Experience 21:22

منذ 31 weeks21:22

21:22

Ben Rosencranz spent several years as a strategy and analytics manager with E15 before signing on with the Chicago Blackhawks. He is currently using advanced analytics and technology to drive decision making for the team, on and off the ice. In this conversation, Jake and Ben discuss how he chooses which data problems to tackle, the exciting new changes data is bringing to fan experience and engagement, and how to deal with unrealistic expectations for AI.…

1
Ken Jee - Analytics in Action: Bridging Data Science and Sports 19:30

منذ 32 weeks19:30

19:30

Ken Jee is the head of data science for Scouts Consulting Group. In addition to advising senior sports executives, Ken also hosts his own podcast, He also hosts Ken’s Nearest Neighbors podcast, which he describes as "a quest to compile the most complete study on sports performance ever created." In this episode, Ken discusses what successful data-driven organizations are doing right, starting with a problem vs. starting with a data set, and the tricky question of who gets access to data.…

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Andrew Ehrenberg - Revolutionizing Sports Data: The Power of AI and Automation 20:07

منذ 33 weeks20:07

20:07

Andrew Ehrenberg is the Head of Business Development at WagerWire. He has ownership stakes in four sports organization and full partnership in Eberg Capital, where he's making big investments in "disruptive sports wagering applications and the commercialization of alternative sports." He recently found himself in the Kentucky Derby winners circle after syndicating 25% of the winning colt, Mage, to a community of 400 investors. In this interview, Jake and Alec pick Andrew's brain about what he learned as analytics product manager at DataRobot, how sophisticated private equity firms are professionalizing sports analytics, and why AI generalists are going to be pushed out of the market.…

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Ben Alamar - Behind the Data Curtain: Insights for Coaches and Decision Makers 25:29

منذ 36 weeks25:29

25:29

Ben Alamar became Director of Sports Analytics for ESPN a decade ago after the publication of his pioneering book, "Sports Analytics: A Guide for Coaches, Managers, and Other Decision Makers" in 2013. Since then, Ben has built and managed analytics teams at StubHub and the Cleveland Cavaliers, and is currently working as a data science manager for Apple. In Ben's second appearance on the show, we talk about the insights found in the newest edition of his book, which updates all discussions for the rapid technological developments of the last decade, adding strategies that focus on using data on the business side of sports.…

1
Hadi Sotudeh - Precision on the Pitch: The Role of Tracking Data in Soccer 17:26

منذ 38 weeks17:26

17:26

Hadi Sotudeh ⚽📈 is a doctoral student at ETH Zurich studying team tactical formations such as 4-4-2 and 3-5-2 using tracking data. He has previously worked as a football data science consultant for the Performance & Technology department of KNVB (Royal Dutch Football Association) and placed in the top 1% of contestants at the Paris Saint-Germain’s sports analytics challenge. In this episode, Hadi discusses the specifics of his work at ETH Zürich, when it makes sense to buy rather than build data solutions, the biggest problems teams can solve using tracking data, and his football championship predictions.…

1
Varuna De Silva - Pressure Play: Measuring Athlete Performance with AI 18:46

منذ 38 weeks18:46

18:46

Varuna De Silva leads the Machine Intelligence Lab at Loughborough University, applying artificial intelligence to engineering problems. This work has included the integration of A.I. and sports data analytics to provide insights for national and international teams and clubs. In this episode, Varuna, Alec, and fellow Loughborough alum Jake discuss how universities teach students in the rapidly changing world of A.I., how to see through hype in the field, why sports insights must make their way to players, and his analysis of the build vs. buy debate.…

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Jessica Gelman - From Courtside to the Conference Room: Unlocking the Future of Sports Business 33:20

منذ 43 weeks33:20

33:20

Jessica Gelman has been an influential player in sports data ever since co-founding the MIT Sloan Sports Analytics Conference all the way back in 2008. She is currently the CEO of Kraft Analytics Group and minority partner in the Utah Royals of the National Women's Soccer League. Jessica has designed analytics to build high-performing teams, but also to optimize ticket sales, merchandising and customer insights. In this episode, Jessica shares how her struggles as a slow, short point guard in college basketball led her to a lifelong passion for sports data, the three data pain points she sees in organizations most often, and the importance of stepping outside the algorithms every now and then.…

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Keith Goldner - From Draft Boards to Betting Lines: Bridging the Gap Between Sports Teams and Betting Markets 20:42

منذ 44 weeks20:42

20:42

Keith Goldner is the Vice President of Data Science, Sports Modeling & Innovation at FanDuel, one of the largest sports betting platforms in the U.S. Keith has over a decade of experience as a consultant with numerous national franchises, as well as contributing analysis to ESPN, Sports Illustrated, and the Wall Street Journal. In this episode, Keith explains why it’s crucial to eliminate single-person dependencies, the importance of listening to the opinions of stakeholders and the public (regardless of what your model says), and the necessity of communicating effectively with your organization.…

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Zack Scott - Decoding Data-Driven Decisions in Winning Organizations 28:11

منذ 44 weeks28:11

28:11

Zack Scott is the founder and CEO of Four Rings Sports Solutions and adviser for Gemini Sports Analytics. Over the past 20 years, Zack’s data-driven leadership has directly contributed to four Boston Red Sox world championships. He spent one year as General Manager of the New York Mets, and he has advised the Pittsburgh Penguins, Detroit Tigers, and 2023 World Series champion Texas Rangers. In this episode, Zack reveals the common themes among winning sports clubs, including how to explain models with transparency and honesty, the balance between data and game expertise, and the importance of healthy conflict in decision making.…

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Winning With Data « » Ajay Krishna - From Lagging Indicators to Leading Insights: The Power of Real-Time Data

Ajay Krishna - From Lagging Indicators to Leading Insights: The Power of Real-Time Data

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Ajay Krishna - From Lagging Indicators to Leading Insights: The Power of Real-Time Data