正在加载视频...

视频加载失败

加载此视频时出现问题。这可能是由于临时网络问题，或视频可能不可用。

On the pod: Machine Learning Street Talk's paper "Why Creativity Cannot Be Interpolated" with Tim Scarfe + Dr. Jeremy Budd. A deep dive into creativity, understanding, neuro-symbolic AI, human-AI collaboration, and how systems capable of extending their own phylogeny could become creative.

Ndea

11,384 subscribers

11,151 次观看 • 2 个月前 •via X (Twitter)

Anya Rossi• Live Now

Private livecam show

3 条评论

Ndea 的头像

Ndea2 个月前

Watch the full interview:

Burny - Effective Curiosity 的头像

Burny - Effective Curiosity2 个月前

@MLStreetTalk @ecsquendor 🔥

ARCÆDOX 的头像

ARCÆDOX1 个月前

@MLStreetTalk @ecsquendor Love to see @MLStreetTalk come in with their new thoughts and interesting insights! 🙌🏾🙌🏾

相关视频

THIS is the future of AI and creativity: Collaboration with the machine. Google collaborated with Lupe Fiasco to create tools to amplify how he works, writes and thinks. If you're a creative thinking about AI at all - these 6 minutes could change your entire creative future.

THIS is the future of AI and creativity: Collaboration with the machine. Google collaborated with Lupe Fiasco to create tools to amplify how he works, writes and thinks. If you're a creative thinking about AI at all - these 6 minutes could change your entire creative future.

Jeremy Somers 𝕏 NotContent

62,130 次观看 • 3 年前

On the pod: "Constrained Adaptive Rejection Sampling" with UCSD CSE professor Loris D'Antoni. Hear how symbolic AI experts have navigated the LLM era and why the future of AI code generation depends on program synthesis and formal methods.

On the pod: "Constrained Adaptive Rejection Sampling" with UCSD CSE professor Loris D'Antoni. Hear how symbolic AI experts have navigated the LLM era and why the future of AI code generation depends on program synthesis and formal methods.

Ndea

17,982 次观看 • 2 个月前

What if creativity could exist on its own terms? For centuries, artists have shaped the world with their tools. Now the tools are beginning to create on their own. In this episode of the Ledger Podcast, Mo speaks with Gene Kogan and seth goldstein, two pioneers reimagining the boundaries of art and intelligence. Their work gave birth to Abraham, an autonomous artist capable of learning, reflecting, and evolving, and to Eden, a world built for creative AI beings. This conversation comes to life at #LedgerOp3n, where we’ll be showcasing Abraham’s First Works, an exclusive installation of 2,500 genesis pieces from one of the first autonomous AI artists. Presented in collaboration with Automata, it’s a glimpse into a future where creativity itself becomes alive, unfolding on the dancefloor at the Op3n afterparty alongside a lineup of sound, movement, and emotion.

What if creativity could exist on its own terms? For centuries, artists have shaped the world with their tools. Now the tools are beginning to create on their own. In this episode of the Ledger Podcast, Mo speaks with Gene Kogan and seth goldstein, two pioneers reimagining the boundaries of art and intelligence. Their work gave birth to Abraham, an autonomous artist capable of learning, reflecting, and evolving, and to Eden, a world built for creative AI beings. This conversation comes to life at #LedgerOp3n, where we’ll be showcasing Abraham’s First Works, an exclusive installation of 2,500 genesis pieces from one of the first autonomous AI artists. Presented in collaboration with Automata, it’s a glimpse into a future where creativity itself becomes alive, unfolding on the dancefloor at the Op3n afterparty alongside a lineup of sound, movement, and emotion.

Ledger

12,307 次观看 • 11 个月前

🎬 darren aronofsky x Eliza McNitt present ANCESTRA: a true milestone in the history of AI cinema. Our latest collaboration at Google DeepMind DeepMind with Primordial Soup & Google Creative Lab. Ancestra combines live action and generative AI, leading the way in how we could augmente human creativity. Watch + BTS 👇 Storytelling is liquid 💧 #Veo3

🎬 darren aronofsky x Eliza McNitt present ANCESTRA: a true milestone in the history of AI cinema. Our latest collaboration at Google DeepMind DeepMind with Primordial Soup & Google Creative Lab. Ancestra combines live action and generative AI, leading the way in how we could augmente human creativity. Watch + BTS 👇 Storytelling is liquid 💧 #Veo3

matthieu lorrain

39,855 次观看 • 1 年前

On this week's Training Data, I served as a guest host for a great conversation with Kareem Amin, founder of Clay AI, a go-to-market creative tool revolutionizing how teams approach sales and marketing through AI. We explored the delicate balance between automation and human creativity, diving into what AI can (and, importantly, cannot) do in modern sales, the company’s technology approach, and Kareem’s unique company-building philosophy.

On this week's Training Data, I served as a guest host for a great conversation with Kareem Amin, founder of Clay AI, a go-to-market creative tool revolutionizing how teams approach sales and marketing through AI. We explored the delicate balance between automation and human creativity, diving into what AI can (and, importantly, cannot) do in modern sales, the company’s technology approach, and Kareem’s unique company-building philosophy.

Alfred Lin

16,771 次观看 • 1 年前

On the pod: our most-requested guest! Kevin Ellis from Cornell University shares the origins of his influential neurosymbolic paper "DreamCoder". Plus: program synthesis, wake-sleep library learning, world models, running an AI research lab, and more.

On the pod: our most-requested guest! Kevin Ellis from Cornell University shares the origins of his influential neurosymbolic paper "DreamCoder". Plus: program synthesis, wake-sleep library learning, world models, running an AI research lab, and more.

Ndea

27,551 次观看 • 5 个月前

"We are trying to build a new branch of machine learning. An alternative to Deep Learning itself...building something that we call Symbolic Descent." François Chollet joins the Y Combinator Lightcone podcast to share about our research at Ndea and the launch of ARC-AGI-3.

"We are trying to build a new branch of machine learning. An alternative to Deep Learning itself...building something that we call Symbolic Descent." François Chollet joins the Y Combinator Lightcone podcast to share about our research at Ndea and the launch of ARC-AGI-3.

Ndea

65,196 次观看 • 5 个月前

To the Ivory Tower AI Doomers, AI is anti-human and job destructive. That's their choice. Our experience is AI makes human taste and talent exponentially more valuable. We've watched AI unleash human agency and creativity. That's how you give the American worker superpowers, and that's why we created the American Tech Fellowship. You want to bet on the American worker? Arm them with AI and let them BUILD.

To the Ivory Tower AI Doomers, AI is anti-human and job destructive. That's their choice. Our experience is AI makes human taste and talent exponentially more valuable. We've watched AI unleash human agency and creativity. That's how you give the American worker superpowers, and that's why we created the American Tech Fellowship. You want to bet on the American worker? Arm them with AI and let them BUILD.

Shyam Sankar

43,196 次观看 • 1 年前

AI is destroying the imagination and creativity of the human mind. Works of inspired art like this cannot be created in a world dominated by ChatGPT and OpenAI. People will lose the ability to write, imagine, and create. All art will become regurgitated slop, created and manipulated by technocrats and their Indian programmers. AI is training the mind not to think.

AI is destroying the imagination and creativity of the human mind. Works of inspired art like this cannot be created in a world dominated by ChatGPT and OpenAI. People will lose the ability to write, imagine, and create. All art will become regurgitated slop, created and manipulated by technocrats and their Indian programmers. AI is training the mind not to think.

Lilly

27,324 次观看 • 4 个月前

“What if the real unlock for AI x crypto is not speculation — but proving intelligence can be trusted?” Sachi Takamura / 0699.eth sits down with dcbuilder.eth ⚪️ for a deep dive into the intersection of AI and crypto, from DC’s work building the ZKML community to why zero-knowledge machine learning could become a core trust layer for AI on the internet. They break down how ZKML makes it possible to prove that a machine learning model produced a specific output from specific inputs — without forcing everyone to rerun the full computation themselves. The conversation also explores why this matters for model accountability, transparency, and verifiable AI at scale, plus the projects pushing the space forward, from Modulus Labs and Giza to EZKL and new research around proof of inference.

“What if the real unlock for AI x crypto is not speculation — but proving intelligence can be trusted?” Sachi Takamura / 0699.eth sits down with dcbuilder.eth ⚪️ for a deep dive into the intersection of AI and crypto, from DC’s work building the ZKML community to why zero-knowledge machine learning could become a core trust layer for AI on the internet. They break down how ZKML makes it possible to prove that a machine learning model produced a specific output from specific inputs — without forcing everyone to rerun the full computation themselves. The conversation also explores why this matters for model accountability, transparency, and verifiable AI at scale, plus the projects pushing the space forward, from Modulus Labs and Giza to EZKL and new research around proof of inference.

BeaconLayer

42,734 次观看 • 1 个月前

“What if the real unlock for AI x crypto is not speculation — but proving intelligence can be trusted?” Sachi Miyasaki sits down with dcbuilder.eth ⚪️ for a deep dive into the intersection of AI and crypto, from DC’s work building the ZKML community to why zero-knowledge machine learning could become a core trust layer for AI on the internet. They break down how ZKML makes it possible to prove that a machine learning model produced a specific output from specific inputs — without forcing everyone to rerun the full computation themselves. The conversation also explores why this matters for model accountability, transparency, and verifiable AI at scale, plus the projects pushing the space forward, from Modulus Labs and Giza to EZKL and new research around proof of inference.

“What if the real unlock for AI x crypto is not speculation — but proving intelligence can be trusted?” Sachi Miyasaki sits down with dcbuilder.eth ⚪️ for a deep dive into the intersection of AI and crypto, from DC’s work building the ZKML community to why zero-knowledge machine learning could become a core trust layer for AI on the internet. They break down how ZKML makes it possible to prove that a machine learning model produced a specific output from specific inputs — without forcing everyone to rerun the full computation themselves. The conversation also explores why this matters for model accountability, transparency, and verifiable AI at scale, plus the projects pushing the space forward, from Modulus Labs and Giza to EZKL and new research around proof of inference.

BeaconLayer Podcast

73,815 次观看 • 3 个月前

Most people focus on how AI can help us work better. I'm increasingly interested in how AI can help us live better: relationships, memory, reflection, creativity, personal growth and navigating life's transitions. Haly is an experiment built around a simple idea: What if AI could help us become more human, not less? By remembering your goals, understanding your context and helping you focus on what matters most.

Most people focus on how AI can help us work better. I'm increasingly interested in how AI can help us live better: relationships, memory, reflection, creativity, personal growth and navigating life's transitions. Haly is an experiment built around a simple idea: What if AI could help us become more human, not less? By remembering your goals, understanding your context and helping you focus on what matters most.

Joey Primiani

555,663 次观看 • 3 个月前

"There may be some neuro-symbolic hybrid much better than we have right now that smoothly transitions between data in a corpus and abstract representations. The kinds of stuff you guys are doing are compatible with that." — Gary Marcus ⏱️10 highlights: 00:00 Intro: Gary Marcus & Brana Rakic at DKGCon 02:22 Why AI took a wrong turn 04:42 Deep learning vs. deep understanding 06:16 World models: a foundational idea 08:12 The building blocks of trustworthy AI 09:44 Neuro-symbolic AI & abstract relationships 13:04 Safety is an ecosystem - the airplane lesson 15:03 The real risk of AI agents today 18:36 Testing AI like we test new drugs 22:49 Where OpenAI is headed The signal is clear: the path forward runs through world models, abstraction, and an open, accountable ecosystem.

"There may be some neuro-symbolic hybrid much better than we have right now that smoothly transitions between data in a corpus and abstract representations. The kinds of stuff you guys are doing are compatible with that." — Gary Marcus ⏱️10 highlights: 00:00 Intro: Gary Marcus & Brana Rakic at DKGCon 02:22 Why AI took a wrong turn 04:42 Deep learning vs. deep understanding 06:16 World models: a foundational idea 08:12 The building blocks of trustworthy AI 09:44 Neuro-symbolic AI & abstract relationships 13:04 Safety is an ecosystem - the airplane lesson 15:03 The real risk of AI agents today 18:36 Testing AI like we test new drugs 22:49 Where OpenAI is headed The signal is clear: the path forward runs through world models, abstraction, and an open, accountable ecosystem.

OriginTrail

227,307 次观看 • 3 个月前

🚀 Building Tomorrow: Web3 Education on BNB Chain! World of Dypians, in collaboration with Tumo Center for Creative Technologies and supported by BNB Chain, is empowering youth through Web3, gaming, and AI education! 🎓 Interactive, face-to-face learning. 🧩 Fostering creativity, teamwork, and real-world skills. The next generation of innovators starts here. 🌟

🚀 Building Tomorrow: Web3 Education on BNB Chain! World of Dypians, in collaboration with Tumo Center for Creative Technologies and supported by BNB Chain, is empowering youth through Web3, gaming, and AI education! 🎓 Interactive, face-to-face learning. 🧩 Fostering creativity, teamwork, and real-world skills. The next generation of innovators starts here. 🌟

World of Dypians

196,972 次观看 • 1 年前

As AI becomes more capable and agentic, models themselves become more of a commodity, and all value gets created by how you steer, ground, and finetune these models with your business data and workflow — and how they compose with the UI layer of human to AI to human interaction. That’s why today we are announcing wave two of Microsoft 365 Copilot.

As AI becomes more capable and agentic, models themselves become more of a commodity, and all value gets created by how you steer, ground, and finetune these models with your business data and workflow — and how they compose with the UI layer of human to AI to human interaction. That’s why today we are announcing wave two of Microsoft 365 Copilot.

Satya Nadella

624,449 次观看 • 2 年前

🇫🇷 Macron said something worth sitting with: AI can wear creativity like a costume, but it can't *be* creative. It mimics the look of emotion, the shape of language. But there's no one home. Replacing human authors and voice actors isn't innovation. Letting people believe compute power equals creative soul is the actual mistake here. The singularity of human creation isn't a feature AI can replicate. Or let's hope so. Writer: Oliver

🇫🇷 Macron said something worth sitting with: AI can wear creativity like a costume, but it can't be creative. It mimics the look of emotion, the shape of language. But there's no one home. Replacing human authors and voice actors isn't innovation. Letting people believe compute power equals creative soul is the actual mistake here. The singularity of human creation isn't a feature AI can replicate. Or let's hope so. Writer: Oliver

Mario Nawfal

66,903 次观看 • 13 天前

Woah… The extremely brilliant Michael I. Jordan ( ) was interviewed a few days after I posted this — and he masterfully articulated the critical importance of HUMAN understanding of out-of-distribution (not represented in the AI training dataset) dynamics — specifically quantum fluctuations of proteins and their post-translational-modified states — in the context of AlphaFold. Full interview on Machine Learning Street Talk :

Woah… The extremely brilliant Michael I. Jordan ( ) was interviewed a few days after I posted this — and he masterfully articulated the critical importance of HUMAN understanding of out-of-distribution (not represented in the AI training dataset) dynamics — specifically quantum fluctuations of proteins and their post-translational-modified states — in the context of AlphaFold. Full interview on Machine Learning Street Talk :

JJ

40,415 次观看 • 3 个月前

Yann LeCun -- Meta's chief AI scientist and a Turing Award winner -- explains why scaling up LLMs will never reach human-level AI, and names the four things today's systems still can't do: "If you think that we're going to get to human-level AI by just training on more data and scaling up LLMs, you're making a mistake." "If you're an investor and you invest in a company that told you we're going to get to human-level AI and PhD level by just training on more data and with a few tricks... that was probably not a good idea." "There are ideas about how to go forward and have systems that are capable of doing what every intelligent animal and human are capable of doing, and that current AI systems are not capable of doing." "Understanding the physical world, having persistent memory, and being able to reason and plan. Those are the four characteristics that need to be there." "That requires systems that can acquire common sense, that can learn from natural sensors like video, as opposed to just text." The entire market is priced on a straight line from bigger models to AGI. One of the people who invented deep learning is telling you the line doesn't reach -- and that the real bottleneck isn't compute, it's world models. If he's right, the winner isn't whoever stacks the most GPUs. It's whoever teaches a machine to learn from video the way a child does.

Yann LeCun -- Meta's chief AI scientist and a Turing Award winner -- explains why scaling up LLMs will never reach human-level AI, and names the four things today's systems still can't do: "If you think that we're going to get to human-level AI by just training on more data and scaling up LLMs, you're making a mistake." "If you're an investor and you invest in a company that told you we're going to get to human-level AI and PhD level by just training on more data and with a few tricks... that was probably not a good idea." "There are ideas about how to go forward and have systems that are capable of doing what every intelligent animal and human are capable of doing, and that current AI systems are not capable of doing." "Understanding the physical world, having persistent memory, and being able to reason and plan. Those are the four characteristics that need to be there." "That requires systems that can acquire common sense, that can learn from natural sensors like video, as opposed to just text." The entire market is priced on a straight line from bigger models to AGI. One of the people who invented deep learning is telling you the line doesn't reach -- and that the real bottleneck isn't compute, it's world models. If he's right, the winner isn't whoever stacks the most GPUs. It's whoever teaches a machine to learn from video the way a child does.

Karl Mehta

34,818 次观看 • 2 个月前

Boldness is a mindset. Together, with Doritos and Russell Westbrook Why Not? Foundation, we’re pushing the next generation to think bigger, dream bolder, and unleash their creativity. Welcome to Bold Creative Futures, a new curated program allowing students of Westbrook Academy to become creative leaders through real-world experiences, hands-on learning, and mentorship. We won’t just follow trends—we’ll create them. #WHYNOT #BoldCreativeFutures #DoritosPartner

Boldness is a mindset. Together, with Doritos and Russell Westbrook Why Not? Foundation, we’re pushing the next generation to think bigger, dream bolder, and unleash their creativity. Welcome to Bold Creative Futures, a new curated program allowing students of Westbrook Academy to become creative leaders through real-world experiences, hands-on learning, and mentorship. We won’t just follow trends—we’ll create them. #WHYNOT #BoldCreativeFutures #DoritosPartner

Russell Westbrook

72,515 次观看 • 1 年前