867: LLMs and Agents Are Overhyped, with Dr. Andriy Burkov

Super Data Science: ML & AI Podcast with Jon Krohn

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محتوای ارائه شده توسط Jon Krohn. تمام محتوای پادکست شامل قسمت‌ها، گرافیک‌ها و توضیحات پادکست مستقیماً توسط Jon Krohn یا شریک پلتفرم پادکست آن‌ها آپلود و ارائه می‌شوند. اگر فکر می‌کنید شخصی بدون اجازه شما از اثر دارای حق نسخه‌برداری شما استفاده می‌کند، می‌توانید روندی که در اینجا شرح داده شده است را دنبال کنید.https://fa.player.fm/legal

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You Can Visit All Seven Continents. But Should You? 26:46

16 روز پیش26:46

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26:46

For many travelers, Antarctica is a bucket-list destination, a once-in-a-lifetime opportunity to touch all seven continents. In 2023, a record-breaking 100,000 tourists made the trip. But the journey begs a fundamental question: What do we risk by traveling to a place that is supposed to be uninhabited by humans? And as the climate warms, should we really be going to Antarctica in the first place? SHOW NOTES: Kara Weller: The Impossible Dilemma of a Polar Guide Marilyn Raphael: A twenty-first century structural change in Antarctica’s sea ice system Karl Watson: First Time in Antarctica Jeb Brooks : 7 Days in Antarctica (Journey to the South Pole) Metallica - Freeze 'Em All: Live in Antarctica Learn about your ad choices: dovetail.prx.org/ad-choices…

حدود یک سال پیش 1:33:12

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Additional materials: www.superdatascience.com/867

This episode is brought to you by the Dell AI Factory with NVIDIA.

Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

In this episode you will learn:

(07:38) Andriy’s “triology” of books on machine learning
(29:32) On the limitations of AI agents
(41:12) On the prospect of artificial general intelligence (AGI)
(54:24) On developing a chatbot that doesn’t hallucinate
(01:10:07) On open-weight and open-source LLMs

1190 قسمت

#Data Science #Science #Tech #Software Development #Jon Krohn

867: LLMs and Agents Are Overhyped, with Dr. Andriy Burkov

Super Data Science: ML & AI Podcast with Jon Krohn

1,113 subscribers

published حدود یک سال پیش

اشتراک گذاری

MP3•خانه قسمت

Additional materials: www.superdatascience.com/867

This episode is brought to you by the Dell AI Factory with NVIDIA.

Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

In this episode you will learn:

(07:38) Andriy’s “triology” of books on machine learning
(29:32) On the limitations of AI agents
(41:12) On the prospect of artificial general intelligence (AGI)
(54:24) On developing a chatbot that doesn’t hallucinate
(01:10:07) On open-weight and open-source LLMs

1190 قسمت

#Data Science #Science #Tech #Software Development #Jon Krohn

همه قسمت ها

1
881: Beyond GPUs: The Power of Custom AI Accelerators, with Emily Webber 1:17:06

1 day پیش1:17:06

1:17:06

Emily Webber speaks to Jon Krohn about her work at Amazon Web Services, from its Annapurna Labs-developed Nitro System, a foundational technology that can enhance securities and performance in the cloud and how Trainium2 became AWS’ most powerful AI chip with four times the compute of Trainium. Hear the specs of AWS’s chips and when to use them. Additional materials: www.superdatascience.com/881 This episode is brought to you by ODSC , the Open Data Science Conference . Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information. In this episode you will learn: (08:36) Emily’s work on AWS’ SageMaker and Trainium (23:54) How AWS Neuron lets builders tailor their approach to using frameworks (29:07) Why using an accelerator is better than using a GPU (35:29) The key differences between AWS Trainium and AWS Trainium2 (52:45) How to select between AWS Trainium and AWS Trainium2…

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880: Manus, DeepSeek and China’s AI Boom 10:17

۶ روز پیش10:17

10:17

First developed in China, Manus AI and DeepSeek have made great waves on an international scale. Sought-after for their cost-effectiveness compared to US-made tech, Manus AI and DeepSeek are quickly becoming dominant technologies inside the country. In this five-minute Friday, Jon Krohn asks: Do these technologies warrant the huge amount of resources spent on them by multiple industries in China, and what makes hype become a mainstay? Additional materials: www.superdatascience.com/880 Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.…

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879: Serverless, Parallel, and AI-Assisted: The Future of Data Science is Here, with Zerve’s Dr. Greg Michaelson 1:07:14

۹ روز پیش1:07:14

1:07:14

Greg Michaelson speaks to Jon Krohn about the latest developments at Zerve, an operating system for developing and delivering data and AI products, including a revolutionary feature allowing users to run multiple parts of a program’s code at once and without extra costs. You’ll also hear why LLMs might spell trouble for SaaS companies, Greg’s ‘good-cop, bad-cop’ routine that improves LLM responses, and how RAG (retrieval-augmented generation) can be deployed to create even more powerful AI applications. Additional materials: www.superdatascience.com/879 This episode is brought to you by Trainium2, the latest AI chip from AWS and by the Dell AI Factory with NVIDIA . Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information. In this episode you will learn: (04:00) Zerve’s latest features (35:26) How Zerve’s built-in API builder and GPU manager lowers barriers to entry (40:54) How to get started with Zerve (41:49) Will LLMs make SaaS companies redundant? (52:29) How to create fairer and more transparent AI systems (56:07) The future of software developer workflows…

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878: In Case You Missed It in March 2025 30:49

13 روز پیش30:49

30:49

AI stacks, AGI, training neural networks, and AI authenticity: Jon Krohn rounds up his interviews from March with this episode of “In Case You Missed It”. In his favorite clips from the month, he speaks to Andriy Burkov (Episode 867), Natalie Monbiot (Episode 873), Richmond Alake (Episode 871) and Varun Godbole (Episode 869). Additional materials: www.superdatascience.com/878 Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.…

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877: The Neural Processing Units Bringing AI to PCs, with Shirish Gupta 1:09:32

16 روز پیش1:09:32

1:09:32

NPUs, AIPC, and Dell’s growing suite of AI products: Shirish Gupta speaks to Jon Krohn about neural processing units and what makes them a go-to tool for AI inference workloads, reasons to move your workloads from the cloud and to your local devices, what the mnemonic AIPC stands for and why it will soon be on everyone’s lips, and he offers a special intro to Dell’s new Pro-AI Studio Toolkit. Hear about several real-world AIPC applications run by Dell’s clients, from detecting manufacturing defects to improving efficiencies for first responders, massively supporting actual life-or-death situations. Additional materials: www.superdatascience.com/877 This episode is brought to you by ODSC , the Open Data Science Conference . Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information. In this episode you will learn: (03:28) What neural processing units (NPUs) are (23:53) About Dell Pro AI Studio (35:03) Use cases for Dell Pro AI Studio (45:16) How AI development workflows and applications will change (49:01) About Dell’s AI factory ecosystem…

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876: Hugging Face’s smolagents: Agentic AI in Python Made Easy 15:11

20 روز پیش15:11

15:11

Small, simple, accessible: Hugging Face makes a huge contribution to the agentic AI wave with its smolagents. Jon Krohn explores how this small-but-mighty new Python library can act as the best personal assistant you never had. Hear about its features and use cases in this five-minute Friday. Additional materials: www.superdatascience.com/876 Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.…

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875: How Semiconductors Are Made (And Fuel the AI Boom), with Kai Beckmann 1:10:29

23 روز پیش1:10:29

1:10:29

Why are semiconductors so essential in this digital age, and how are they made? Jon Krohn speaks to electronics CEO Kai Beckmann about Merck KGaA, Darmstadt, Germany’s intricate manufacturing process, how we can use AI to develop materials that power next-gen AI technologies, and how a chip with the processing power of the human brain might one day be able to run on the power of a low-watt light bulb. Additional materials: www.superdatascience.com/875 This episode is brought to you by the Dell AI Factory with NVIDIA . Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information. In this episode you will learn: (06:26) How Merck KGaA, Darmstadt, Germany supports groundbreaking developments in AI (13:42) Material science’s biggest challenges for AI (29:55) What heterogeneous integration is (34:37) How optical tech influences the electronics industry (49:04) Navigating upturns and downturns in the semiconductor industry (53:08) How AI regulations benefit humanity…

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874: How AI is Transforming Baseball (with Lessons For All of Us) 14:27

27 روز پیش14:27

14:27

In this Five-Minute Friday, Jon Krohn talks baseball. For decades, coaches have relied on player performance stats to make in-game decisions and refine their season strategies. Now, AI led by Statcast is taking baseball strategy even further, massively broadening analytics data to include pitch, swing and catch trajectories, spin rates, biomechanical information, player matchups, and how to enhance player performances. Listen to the episode to find out what other industries can learn from the “data-friendly” sport of baseball. Additional materials: www.superdatascience.com/874 Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.…

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873: Become Your Best Self Through AI Augmentation — feat. Natalie Monbiot 1:12:32

30 روز پیش1:12:32

1:12:32

Natalie Monbiot is an independent advisor and collaborator for projects that concern the “virtual human”, and she is “going all in on the virtual human economy”. Jon Krohn speaks to Natalie about these new ventures, how to mitigate the divide between AI users and nonusers, and how anyone can collaborate with AI without compromising their own creativity. Additional materials: www.superdatascience.com/873 This episode is brought to you by the Dell AI Factory with NVIDIA , by Trainium2, the latest AI chip from AWS and by ODSC, the Open Data Science Conference . Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information. In this episode you will learn: (07:21) Natalie’s influences for her work (18:30) Will machines surpass human intelligence? (29:08) Using LLMs as collaborators and partners (40:15) How platforms demand user engagement and time (56:54) Natalie Monbiot at Wizly…

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872: Microsoft’s “Majorana 1” Chip Brings Quantum ML Closer 12:20

۵ weeks پیش12:20

12:20

In this five-minute Friday, Jon Krohn looks into Microsoft’s recent release of Majorana 1, a new quantum processing unit that uses topological qubits, a step away from the fragile qubits currently in use. Get Jon’s thoughts about this “transistor for the quantum age”, potential applications for quantum computing, and why this marks an exciting future for data science and machine learning practitioners. Additional materials: www.superdatascience.com/8 72 Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.…

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871: NoSQL Is Ideal for AI Applications, with MongoDB’s Richmond Alake 1:13:11

۵ weeks پیش1:13:11

1:13:11

Agentic AI, AI success strategies, and why flexibility will be so important to keep up with the AI market: Jon Krohn talks to Richmond Alake about the NoSQL database MongoDB, including why it’s a great addition to your toolkit for developing (agentic) AI applications, with a look under the hood at its native vector database. Richmond also talks about why he expects multi-agent AI architectures to go mainstream in 2025. Additional materials: www.superdatascience.com/871 This episode is brought to you by the Dell AI Factory with NVIDIA and by ODSC , the Open Data Science Conference . Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information. In this episode you will learn: (04:10) How Richmond became a Staff Developer Advocate (07:40) How NoSQL database differs from a relational database (16:50) The advantages of working with the cloud-based MongoDB Atlas (32:26) Richmond’s predictions for agentic AI (40:38) How to create an effective AI strategy…

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870: OpenAI’s “Deep Research”: Get Days of Human Work Done in Minutes 17:22

۶ weeks پیش17:22

17:22

In this Five-Minute Friday, Jon Krohn looks into what he considers the world’s most powerful research tool to date, OpenAI’s Deep Research. Find out how OpenAI trained Deep Research to compile literature reviews of limitless topics, what similar tools are on the market, and where Jon sees the tool as having real-world value including how he uses it daily. Additional materials: www.superdatascience.com/870 Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.…

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869: AI Should Make Humans Wiser (But It Isn’t), with Varun Godbole 1:19:42

۶ weeks پیش1:19:42

1:19:42

Jon Krohn talks to Varun Godbole about AI prompt engineering, generative wisdom, and AI generalists in this episode all about the interrelationships between humans and AI. Additional materials: www.superdatascience.com/869 This episode is brought to you by the Dell AI Factory with NVIDIA and by ODSC, the Open Data Science Conference . Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information. In this episode you will learn: (10:44) Using deep learning to predict breast cancer (15:55) All about Varun’s Tuning Playbook (29:56) On the explosion of interest and news about AI and data science (46:35) About Varun’s Wise AI…

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868: In Case You Missed It in February 2025 26:31

۷ weeks پیش26:31

26:31

How to start a successful tech company, and how you can get started with DBT, TabPFN and BAML: Jon Krohn rounds up his favorite moments from February in this episode of “In Case You Missed It”. Additional materials: www.superdatascience.com/868 Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.…

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867: LLMs and Agents Are Overhyped, with Dr. Andriy Burkov 1:33:12

۷ weeks پیش1:33:12

1:33:12

The realities of Agentic AI, AGI, and chatbots that don’t hallucinate: Andriy Burkov talks to Jon Krohn about AI in 2025. Best known for his concise machine learning modelling books, author and AI influencer Andriy Burkov also talks about his latest publication in the series, The Hundred-Page Language Learning Models Book. Additional materials: www.superdatascience.com/867 This episode is brought to you by the Dell AI Factory with NVIDIA . Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information. In this episode you will learn: (07:38) Andriy’s “triology” of books on machine learning (29:32) On the limitations of AI agents (41:12) On the prospect of artificial general intelligence (AGI) (54:24) On developing a chatbot that doesn’t hallucinate (01:10:07) On open-weight and open-source LLMs…

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867: LLMs and Agents Are Overhyped, with Dr. Andriy Burkov