Convergent Trading interviews with traders, investors, money managers and everything else in between.
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Join Chief Economist Mark Zandi, Marisa DiNatale and Cristian deRitis as they discuss key indicators and other aspects of the global economy. Contact us at insideeconomics@moodys.com. Visit online at www.economy.com/economicview
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Exploring the ideas and stories of crypto moguls from around the world. Learn more at cryptonews.com
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WTFinance is a podcast hosted by Anthony Fatseas breaking down the complex world of finance, investing and trading to make it accessible for everyone. We provide weekly interviews with Finance, Trading and Investing experts on YouTube and Podcast platforms. WTFinance believes knowledge of Finance and Investing is a right everyone should have access to. Our ambitions is to provide this to the world through our podcast and future offerings. If you would like to collaborate, please email us at ...
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With over 100 years of experience serving the mining and exploration industry, reports by The Northern Miner writing staff inform the decision-making process of thousands of high-performing mining professionals.
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Future is blue is a series of podcasts promoted by Funcas Europe bringing together academia, think tanks and policymakers for a more inspiring debate about European economic affairs
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In the digital age, businesses run on data. Especially at a time when workers are distributed across the globe, it's more important than ever that teams have access to the data they need, when they need it, wherever they are. In this show, we explore the world of decentralized data and the issues it raises for doing business in the 21st century. Host Molly Presley talks with a fascinating lineup of guests, including scientists, business leaders, and thinkers at the cutting edge of data scien ...
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Running out of time to catch up with new arXiv papers? We take the most impactful papers and present them as convenient podcasts. If you're a visual learner, we offer these papers in an engaging video format. Our service fills the gap between overly brief paper summaries and time-consuming full paper reads. You gain academic insights in a time-efficient, digestible format. Code behind this work: https://github.com/imelnyk/ArxivPapers Support this podcast: https://podcasters.spotify.com/pod/s ...
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A weekly wrap of the “must-know” developments in Marketing, Media, Agency and Technology for leaders and emerging leaders in the industry. Veteran industry journalist and Mi3 Executive Editor Paul McIntyre talks each week with guest marketers who are in the know on what matters at the nexus of marketing, agencies, media and technology. Powered mostly by Human Intelligence (HI).
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Each month Jane Kennedy and Ewan Anderson chat to a member of Scotland's exciting and burgeoning startup scene to glean their insight and expertise into what makes their business tick. TalentSpark is powered by Eden Scott - the people business.
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The next generation in oil and gas training. Oil and gas industry veteran and passionate educator Marty Stetzer weighs in on topics important to our learning community. He will also be sitting down with other oil and gas industry veterans to discuss current topics and trends affecting the oil and gas industry. Topics include Oil 101, Upstream, Midstream, Downstream, Supply and Trading, Refining, Petroleum Product Marketing, Natural Gas, Crude Oil, Oil and Gas Careers, Oil and Gas Industry Tr ...
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Net Earth: The Environmental Security Podcast from the Royal United Services Institute, takes a deeper look at the environmental challenges threatening our planet’s net worth, as well as national and international security. Against the backdrop of a warming world, guest experts join our hosts Grace Evans and Lauren Young to examine topics including the illegal wildlife trade; illegal, unregulated and unreported fishing; and the human exploitation of Earth’s natural resources more broadly. Th ...
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The Hodges Family has been steeped in the investment management business since the 1960s. From the inception of Hodges Capital by the patriarch, Don Hodges, to the present generation who continues to run the business, the knowledge here is extensive.We will cover many different topics within the vast realm of investing. Some may be more general, some more specific. We tend to keep it playful and tie-in some of our favorite quotes to highlight our points. With each episode we hope our listene ...
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Welcome to Concrete Conversations - the Indian Real Estate Podcast, where we converse with some of the brightest minds in Indian Real Estate to demystify the industry. Each episode features a different guest and will touch upon a different topic, ensuring that there’s something in it for everyone! You can catch us streaming on Spotify, Apple Podcasts, YouTube and a bunch of other platforms. So Stay Tuned for more Concrete Conversations!
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According to the Buckminster Fuller’s “Knowledge Doubling Curve”, human knowledge now doubles almost every twelve hours! Ignorance is not bliss and the unwary will be punished. Take a shot of Truth Serum and stay ahead of the game. This is a podcast for anyone who is interested in law, finance, future trends and everything else that matters. For Lenders, Landlords and Investors: Stay up to date on rapidly changing laws and trends affecting your legal rights, and the impact of these laws on t ...
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#385: Vugar Usi Zade, COO of Bitget, on The Current State and Future of Crypto in Canada
33:50
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Vugar is an award-winning senior manager and communications expert with 15 years of progressive hands-on experience spanning Fortune 500 giants to dynamic startups, currently serving as Chief Operating Officer at Bitget. A stalwart in the Web3 and blockchain arena, Vugar previously assumed the role of Chief Marketing Officer at Beincrypto, leaving …
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LiSTNR Adtech Hub pushes digital audio network to break even a year early as agencies, brands pile-in; new APIs, ANZ spend data, retargeting and Scope3 CO2 mapping next
26:32
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SCA in March launched three big tech bets for its LiSTNR master app – a customer data platform (CDP), customer-specific data matching clean rooms and dynamic creative optimisation. The bets are paying off and SCA is no longer reliant on third party data sources. Execs say the platform and its 2.1m logged-in users already command over 40 per cent of…
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[QA] Do Mice Grok? Glimpses of Hidden Progress During Overtraining in Sensory Cortex
10:52
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The study reveals that task-specific representation learning continues in mice's piriform cortex during overtraining, enhancing classification accuracy despite behavior plateauing, suggesting hidden learning mechanisms at play. https://arxiv.org/abs//2411.03541 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_pape…
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Do Mice Grok? Glimpses of Hidden Progress During Overtraining in Sensory Cortex
15:09
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The study reveals that task-specific representation learning continues in mice's piriform cortex during overtraining, enhancing classification accuracy despite behavior plateauing, suggesting hidden learning mechanisms at play. https://arxiv.org/abs//2411.03541 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_pape…
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[QA] How Transformers Solve Propositional Logic Problems: A Mechanistic Analysis
7:22
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This study explores how transformers, both small and large, perform complex logical reasoning, identifying key circuits and mechanisms involved in planning and reasoning through a synthetic propositional logic problem. https://arxiv.org/abs//2411.04105 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple …
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How Transformers Solve Propositional Logic Problems: A Mechanistic Analysis
22:34
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This study explores how transformers, both small and large, perform complex logical reasoning, identifying key circuits and mechanisms involved in planning and reasoning through a synthetic propositional logic problem. https://arxiv.org/abs//2411.04105 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple …
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[QA] Discovering Data Structures: Nearest Neighbor Search and Beyond
7:59
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We present a framework for end-to-end learning of data structures, optimizing query and space complexity, applied to nearest neighbor search and frequency estimation in data streams. https://arxiv.org/abs//2411.03253 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts.apple.com…
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Discovering Data Structures: Nearest Neighbor Search and Beyond
28:18
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We present a framework for end-to-end learning of data structures, optimizing query and space complexity, applied to nearest neighbor search and frequency estimation in data streams. https://arxiv.org/abs//2411.03253 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts.apple.com…
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[QA] BrainBits: How Much of the Brain are Generative Reconstruction Methods Using?
7:36
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The paper examines factors influencing stimulus reconstruction fidelity, revealing that powerful generative models can mislead interpretations of neural signal extraction effectiveness. It proposes improved evaluation metrics for reconstruction methods. https://arxiv.org/abs//2411.02783 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://…
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BrainBits: How Much of the Brain are Generative Reconstruction Methods Using?
15:29
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The paper examines factors influencing stimulus reconstruction fidelity, revealing that powerful generative models can mislead interpretations of neural signal extraction effectiveness. It proposes improved evaluation metrics for reconstruction methods. https://arxiv.org/abs//2411.02783 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://…
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Mining.com editor-in-chief Cecilia Jamasmie on mining in the United States
1:15:12
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This week's episode features Mining.com Editor-in-Chief Cecilia Jamasmie in conversation with host Adrian Pocobelli, discussing U.S. mining policy. Jamasmie explains how attitudes toward mining have evolved across bipartisan lines, as awareness grows of the critical role minerals play in supply chains, national defense, and the green transition. Sh…
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#384: Jeff Garzik, CEO of Bloq and Hemi Network, on The Future of Bitcoin, Bridging Bitcoin and Ethereum, and Proof-of-Proof (PART TWO)
41:42
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Jeff Garzik is the co-founder and CEO of Bloq and leader of the Hemi Network project. He has long been at the center of developing and commercializing open-source software related to Bitcoin and blockchain technology. Previously, he spent five years as a Bitcoin core developer and ten years at Red Hat. In this conversation, we discuss: - The Future…
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[QA] Adapting Language Models via Token Translation
8:13
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Sparse Sinkhorn Token Translation (S2T2) improves text compression and inference in new domains by training tailored tokenizers and enabling effective token translation, enhancing performance in language models. https://arxiv.org/abs//2411.00593 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcast…
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Adapting Language Models via Token Translation
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Sparse Sinkhorn Token Translation (S2T2) improves text compression and inference in new domains by training tailored tokenizers and enabling effective token translation, enhancing performance in language models. https://arxiv.org/abs//2411.00593 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcast…
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[QA] Decoding Dark Matter: Specialized Sparse Autoencoders for Interpreting Rare Concepts in Foundation Models
8:29
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Specialized Sparse Autoencoders (SSAEs) enhance interpretability of foundation models by effectively capturing rare concepts, improving classification accuracy, and revealing insights into subdomain representations. https://arxiv.org/abs//2411.00743 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Pod…
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Decoding Dark Matter: Specialized Sparse Autoencoders for Interpreting Rare Concepts in Foundation Models
26:54
26:54
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Specialized Sparse Autoencoders (SSAEs) enhance interpretability of foundation models by effectively capturing rare concepts, improving classification accuracy, and revealing insights into subdomain representations. https://arxiv.org/abs//2411.00743 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Pod…
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[QA] Tokenformer: Rethinking Transformer Scaling with Tokenized Model Parameters
7:51
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Tokenformer introduces a scalable architecture that enhances Transformers' efficiency by using token-parameter attention, allowing for incremental scaling without retraining, thus reducing computational costs significantly. https://arxiv.org/abs//2410.23168 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers A…
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Tokenformer: Rethinking Transformer Scaling with Tokenized Model Parameters
19:10
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Tokenformer introduces a scalable architecture that enhances Transformers' efficiency by using token-parameter attention, allowing for incremental scaling without retraining, thus reducing computational costs significantly. https://arxiv.org/abs//2410.23168 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers A…
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[QA] $100K or 100 Days: Trade-offs when Pre-Training with Academic Resources
7:22
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This paper challenges the assumption that academic researchers can't pre-train models, providing benchmarks and insights on optimizing GPU resources for efficient model training. https://arxiv.org/abs//2410.23261 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts.apple.com/us/…
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$100K or 100 Days: Trade-offs when Pre-Training with Academic Resources
16:51
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This paper challenges the assumption that academic researchers can't pre-train models, providing benchmarks and insights on optimizing GPU resources for efficient model training. https://arxiv.org/abs//2410.23261 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts.apple.com/us/…
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Unemployment Rising as FED Panics with Clive Thompson
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Interview recorded - 22nd of October, 2024 On this episode of the WTFinance podcast I had the pleasure of welcoming back Clive Thompson. Clive has years of experience in the wealth management industry & a unique insight into central banks. During our conversation we spoke about the current state of the economy, FED weakening, decreasing interest ra…
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Dante joins the podcast to discuss the October employment report. The impact of recent strikes and hurricanes weighed on the headline jobs figure, but everyone agrees that underlying job growth remains strong. Cris and Mark debate the reasons why productivity growth in the U.S. has outpaced the rest of the world, but Dante remains skeptical that re…
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Beyond Borders: Navigating Data Legislation w/ JB Benjamin
27:22
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JB Benjamin, CEO and Founder of Akuma Engineering LTD, joins us on this podcast episode of Data Unchained to discuss moving data in it's international capacity. We talk about who really owns your social media data, what you have to think about when moving data on an international scale, and how you can keep your data secure. #cybersecurity #podcast…
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[QA] What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective
7:59
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This study analyzes layer-wise gradients in LLMs, revealing that slow thinking enhances learning stability and response correctness, while fast thinking shows larger gradient variations. https://arxiv.org/abs//2410.23743 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts.apple…
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What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective
15:27
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This study analyzes layer-wise gradients in LLMs, revealing that slow thinking enhances learning stability and response correctness, while fast thinking shows larger gradient variations. https://arxiv.org/abs//2410.23743 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts.apple…
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1
[QA] Tokenformer: Rethinking Transformer Scaling with Tokenized Model Parameters
7:28
7:28
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Tokenformer introduces a scalable architecture that enhances Transformers' efficiency by treating model parameters as tokens, allowing for flexible scaling without retraining, significantly reducing computational costs. https://arxiv.org/abs//2410.23168 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple…
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1
Tokenformer: Rethinking Transformer Scaling with Tokenized Model Parameters
19:38
19:38
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Tokenformer introduces a scalable architecture that enhances Transformers' efficiency by treating model parameters as tokens, allowing for flexible scaling without retraining, significantly reducing computational costs. https://arxiv.org/abs//2410.23168 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple…
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1
Demystifying the impact of migrants on public finances and labor markets
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Despite the common perception of migrants as a drain on resources, OECD data reveals that migrants contribute positively to public finances in most advanced economies. In a recent Future is Blue interview, Ana Damas de Matos, OECD senior policy analyst, explained how migrants support aging populations, add to the labor market, and contribute more i…
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#383: Jeff Garzik, CEO of Bloq and Hemi Network, on Working with Satoshi, The Early Days of Bitcoin, and Present Day Bitcoin (PART ONE)
46:59
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Jeff Garzik is the co-founder and CEO of Bloq and leader of the Hemi Network project. He has long been at the center of developing and commercializing open-source software related to Bitcoin and blockchain technology. Previously, he spent five years as a Bitcoin core developer and ten years at Red Hat. In this conversation, we discuss: - Network st…
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Active attention for longer: Out of home study goes global as MRC moves on attention metrics, signalling programmatic surge, challenger brand boost
30:31
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A decade after launching viewability metrics, the Media Ratings Council is moving to standardise attention metrics globally. That means buying media based on attention metrics will scale faster. But a world first out of home study into attention by QMS and Amplified Intelligence is already going global – and the findings for brands are huge. In sho…
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Artificial Economy to Collapse with Gerald Celente
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Interview recorded - 23rd of October, 2024 On this episode of the WTFinance podcast I had the pleasure of welcoming back Gerald Celente. Gerald is the Founder/Director of the Trends Research Institute and Publisher of the Trends Journal with a 40-year track record of identifying, tracking and forecasting trends During our conversation we spoke abou…
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This study investigates optimal initial learning rates for neural networks, finding a narrow range enhances generalization by locating high-quality minima and focusing on relevant features, unlike extreme rates. https://arxiv.org/abs//2410.22113 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcast…
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This study investigates optimal initial learning rates for neural networks, finding a narrow range enhances generalization by locating high-quality minima and focusing on relevant features, unlike extreme rates. https://arxiv.org/abs//2410.22113 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcast…
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[QA] Fourier Head: Helping Large Language Models Learn Complex Probability Distributions
7:10
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The paper introduces a Fourier series-based neural network layer to improve continuous token modeling in decision-making and time series tasks, enhancing performance in various benchmarks. https://arxiv.org/abs//2410.22269 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts.app…
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Fourier Head: Helping Large Language Models Learn Complex Probability Distributions
13:56
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The paper introduces a Fourier series-based neural network layer to improve continuous token modeling in decision-making and time series tasks, enhancing performance in various benchmarks. https://arxiv.org/abs//2410.22269 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts.app…
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Women in mining—practical realities vs narratives, ft WIM Canada vice-chair Jennifer Cameron
1:04:48
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This week's episode features Women in Mining Vice-Chair Jennifer Cameron in conversation with host Adrian Pocobelli, discussing gender equity in the mining industry. Cameron sheds light on how certain narratives often overshadow the real, practical challenges women face in the field—particularly around mining equipment and safety. She also emphasiz…
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[QA] LoRA vs Full Fine-tuning: An Illusion of Equivalence
7:47
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This study analyzes the differences between full fine-tuning and LoRA in large language models, revealing distinct weight matrix structures and generalization behaviors despite similar performance on tasks. https://arxiv.org/abs//2410.21228 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: ht…
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LoRA vs Full Fine-tuning: An Illusion of Equivalence
13:44
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This study analyzes the differences between full fine-tuning and LoRA in large language models, revealing distinct weight matrix structures and generalization behaviors despite similar performance on tasks. https://arxiv.org/abs//2410.21228 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: ht…
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#382: Sunny Aggarwal, Co-Founder of Osmosis, on The Cosmos Ecosystem, Bitcoin Based DeFi, and The Future of Decentralized Exchanges
37:15
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Sunny Aggarwal is the Co-Founder of Osmosis, the premier DEX and DeFi hub for the Cosmos ecosystem and beyond. To date, the Osmosis DEX has facilitated over $35 Billion in trading volume, and more than 100 separate blockchains have connected to the Osmosis blockchain. At Tendermint, Sunny served as a Core Developer of the Cosmos SDK and contributed…
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EP 235 – Pivoting Under Pressure Could Be the Secret to Startup Success – Tetiana George – Curium
32:43
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In this episode of the Asia InsurTech Podcast, we dive deep into the entrepreneurial journey of Tetiana George, co-founder and CEO of Curium. Tetiana opens up about the challenges of fundraising and why she chose to walk away from investors who offered terms she found restrictive. Instead of being held back by “handcuffs” that limited her vision, T…
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[QA] Bongard in Wonderland: Visual Puzzles that Still Make AI Go Mad?
6:57
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Vision-Language Models show promise in reasoning across text and images but struggle with basic visual concepts, revealing significant gaps in their understanding and generalization abilities. https://arxiv.org/abs//2410.19546 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts…
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Bongard in Wonderland: Visual Puzzles that Still Make AI Go Mad?
8:44
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Vision-Language Models show promise in reasoning across text and images but struggle with basic visual concepts, revealing significant gaps in their understanding and generalization abilities. https://arxiv.org/abs//2410.19546 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_papers Apple Podcasts: https://podcasts…
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[QA] Computational Bottlenecks of Training Small-scale Large Language Models
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This study investigates the training behavior and computational requirements of Small-scale Large Language Models (SLMs), focusing on hyperparameters and configurations to enhance efficiency and support low-resource AI research. https://arxiv.org/abs//2410.19456 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_pap…
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Computational Bottlenecks of Training Small-scale Large Language Models
9:57
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This study investigates the training behavior and computational requirements of Small-scale Large Language Models (SLMs), focusing on hyperparameters and configurations to enhance efficiency and support low-resource AI research. https://arxiv.org/abs//2410.19456 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@arxiv_pap…
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[QA] Physics-informed Neural Networks for Functional Differential Equations: Cylindrical Approximation and Its Convergence Guarantees
9:12
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This paper introduces a hybrid approach combining physics-informed neural networks and cylindrical approximation to efficiently solve functional differential equations, addressing computational challenges and improving numerical analysis. https://arxiv.org/abs//2410.18153 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/…
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Physics-informed Neural Networks for Functional Differential Equations: Cylindrical Approximation and Its Convergence Guarantees
19:53
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This paper introduces a hybrid approach combining physics-informed neural networks and cylindrical approximation to efficiently solve functional differential equations, addressing computational challenges and improving numerical analysis. https://arxiv.org/abs//2410.18153 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/…
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[QA] A Theoretical Understanding of Chain-of-Thought: Coherent Reasoning and Error-Aware Demonstration
8:04
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This paper shows that integrating coherent reasoning in Few-shot Chain-of-Thought prompting enhances transformer performance, revealing sensitivity to errors in intermediate steps and proposing improvements using varied reasoning paths. https://arxiv.org/abs//2410.16540 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@a…
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A Theoretical Understanding of Chain-of-Thought: Coherent Reasoning and Error-Aware Demonstration
18:20
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This paper shows that integrating coherent reasoning in Few-shot Chain-of-Thought prompting enhances transformer performance, revealing sensitivity to errors in intermediate steps and proposing improvements using varied reasoning paths. https://arxiv.org/abs//2410.16540 YouTube: https://www.youtube.com/@ArxivPapers TikTok: https://www.tiktok.com/@a…
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Holtz-Eakin on Tariffs, Immigration and Debt
1:13:44
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Douglas Holtz-Eakin, President of the American Action Forum and former Director of the Congressional Budget Office, joins Mark and Cris to discuss vexillology, potential election outcomes, and the impact of proposed immigration and tariff policies on the economy. After a quick statistics game, Doug shared his insights on the national debt and how t…
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The Ukraine War Could Have Been Prevented with Michael von der Schulenberg
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Interview recorded - 18th of October, 2024 On this episode of the WTFinance podcast I had the pleasure of welcoming Michael von der Schulenberg. Michael has had a very interesting life, working for the United Nations and OSCE, including as UN assistant Secretary-General, in many of the world’s trouble spots, such as in Haiti, Afghanistan, Pakistan,…
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