Scientific study of algorithms and statistical models that computer systems use to perform tasks without explicit instructions
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Prof. James Evans, a University of Chicago sociologist and data scientist, believes we're training AI to think too much like humans—and it's holding science back.In this episode, Evans shares how our current models risk narrowing scientific exploration rather than expanding it, and explains why he's pushing for AIs that think differently from us—what he calls “cognitive aliens.” Could these “alien minds” help us unlock hidden breakthroughs? And what would it take to build them?
"It was pretty apparent to me that something was going on with him," says Kristi Levine, describing the realization that, based on her experience as a Montessori teacher, her infant son, Trey, was missing developmental milestones. Unfortunately, Kristi's hunch turned out to be correct and Trey was later diagnosed with a rare genetic mutation called CACNA1A which is impacting his motor skills, balance, coordination and speech. Kristi and her husband, Eric, join host Michael Carrese on this installment in our Year of the Zebraseries to help us understand the disorder and its implications for Trey and their family, which includes Trey's older sister Stella. “There's a lot of guilt involved in being a parent of a child who has a disability because you never feel like you're doing enough,” shares Eric, even though they both work full time and have becoming experts at juggling work, caregiving, advocating, and volunteering with the CACNA1A Foundation. In this candid interview, Eric and Kristi discuss the challenges of parenting a child with complex medical needs, the importance of community support, the ongoing search for treatment options, and share some advice for clinicians caring for patients and families living with rare disorders. “We just want medical professionals to respect and understand what we're dealing with on a day-to-day basis and to see our kids holistically, and not just try to fix the problem medically. Understand that for us, the biggest thing that we want for our kids is just their quality of life.”Mentioned in this episode:CACNA1A Foundation If you like this podcast, please share it on your social channels. You can also subscribe to the series and check out all of our episodes at www.osmosis.org/raisethelinepodcast
When PagerDuty went public in 2019, it was generating just $100 million in annual revenue which made it relatively small for a SaaS IPO. One of the main motivations for this was that visibility into the company's financials would inspire customer trust. In this episode, CJ speaks with Howard Wilson, PagerDuty's CFO, who shares the unique challenges of going public as a small company, how the landscape has changed since then, and how to approach an IPO when you don't have the experts you need in-house. As a former chief commercial officer, Howard brings unique insights into the role of a CFO. He discusses the importance of building a finance team with customer awareness, how he uses customer usage patterns to challenge traditional SaaS metrics, and how to uncover the unexpected pathways that customers take to reach your business. He also talks about the complexities of the “beat and raise" forecast, how market volatility creates opportunity, and breaks down his framework for mapping out potential investment areas.—LINKS:Howard Wilson on LinkedIn: https://www.linkedin.com/in/howardwilson01/PagerDuty: https://www.pagerduty.com/CJ on X (@cjgustafson222): https://x.com/cjgustafson222Mostly metrics: http://mostlymetrics.com—TIMESTAMPS:(00:00) Preview and Intro(02:08) Sponsor – Planful | Tabs | Rippling Spend(06:01) Earnings Calls and Being a Public Company CFO(11:14) How the Bar for Going Public Has Changed Since 2019(14:04) How Going Public Affects Customer Trust(15:50) Sponsor – Pulley | Navan | NetSuite(19:34) Approaching the IPO Process Without the Necessary Experts In-House(21:47) Using Advisors To Fill Functional Gaps in Small Companies(24:38) The IPO Tech Stack for Small Companies(25:44) The Complexities of the “Beat and Raise” Forecast(28:33) How Market Volatility Creates Opportunity(34:37) How Experience as a Chief Commercial Officer Makes a Better CFO(38:16) A Framework for Mapping Out Potential Investment Areas(44:08) Customer Awareness in Your Finance Organisation(47:47) Customer Usage Patterns Versus Traditional SaaS Metrics(52:16) The Unexpected Pathways Customers Take To Reach Your Business(57:54) Long-Ass Lightning Round: A Learning Mindset(59:22) Advice to Younger Self: Don't Stay in Your Lane(01:01:24) Finance Software Stack(01:02:57) Craziest Expense Story—SPONSORS:Planful's financial planning software can transform your FP&A function. Built for speed, accuracy, and confidence, you'll be planning your way to success and have time left over to actually put it to work. Find out more at www.planful.com/metrics.Tabs is a platform that brings all of your revenue-facing data and workflows - billing, AR, payments, rev rec, and reporting - onto a single system so you can automate and be more flexible. Find out more at: tabs.inc/metrics.Rippling Spend is a spend management software that gives you complete visibility and automated policy controls across every type of spend, saving you time and money. Get a demo to see how much time your org would save at rippling.com/metrics.Pulley is the cap table management platform built for CFOs and finance leaders who need reliable, audit-ready data and intuitive workflows, without the hidden fees or unreliable support. Switch in as little as 5 days and get 25% off your first year: pulley.com/mostlymetrics.Navan is the all-in-one travel and expense solution that helps finance teams streamline reconciliation, enforce policies automatically, and gain real-time visibility. It connects to your existing cards and makes closing the books faster and smarter. Visit navan.com/Runthenumbers for your demo.NetSuite is an AI-powered business management suite, encompassing ERP/Financials, CRM, and ecommerce for more than 41,000 customers. If you're looking for an ERP, head to https://netsuite.com/metrics and get the CFO's Guide to AI and Machine Learning.#goingpublic #SaaSIPO #CustomerTrust #CustomerAwareness #PagerDuty Get full access to Mostly metrics at www.mostlymetrics.com/subscribe
Every organization is built on people, structures, and culture. But culture isn't static—it evolves with every interaction, ambition, and shift in circumstance. As IT drives business transformation, new technologies reshape how people connect and collaborate. In this ever-changing landscape, a strong, adaptive culture is the key to lasting success. This week, Dave, Esmee and Rob talk to Jitske Kramer, Corporate Anthropologist about what technology is doing to cultures and human systems and how AI can mess with the narrative. TLDR00:50 Introduction of Jitske Kramer and her book Navigating Tricky Times02:05 Rob shares his confusion about saying “thank you” to AI07:25 In-depth conversation with Jitske Kramer11:30 Visual communication via tattoos even at AWS re:Invent25:00 Corporate framing and what's going on within organizations today46:22 Exploring the contrast between the natural pace of human transformation and the rapid acceleration of technology54:14 Editing the documentary Patterns of Life55:56 Esmee's 2x Outro speed surprises everyone!Guest:Jitske Kramer: https://www.linkedin.com/in/jitskekramer/https://jitskekramer.substack.com/Tricky Times event: https://tricky-times.com/events/navigating-tricky-times-leading-through-the-messy-middle-of-change/HostsDave Chapman: https://www.linkedin.com/in/chapmandr/Esmee van de Giessen: https://www.linkedin.com/in/esmeevandegiessen/Rob Kernahan: https://www.linkedin.com/in/rob-kernahan/ ProductionMarcel van der Burg: https://www.linkedin.com/in/marcel-vd-burg/Dave Chapman: https://www.linkedin.com/in/chapmandr/ SoundBen Corbett: https://www.linkedin.com/in/ben-corbett-3b6a11135/Louis Corbett: https://www.linkedin.com/in/louis-corbett-087250264/ 'Cloud Realities' is an original podcast from Capgemini
It's time to stop shrinking, stop apologizing, and start living FEARLESSLY. In this episode, I break down the mindset shifts that helped me overcome toxic people, betrayal, rejection, and even the loss of my dream job. I share how getting FIRED by a villain CEO became the launchpad for the most powerful chapter of my life. Plus, I share raw excerpts from Overcome Your Villains, sharing the real story of getting fired, rebuilding as a single mom, and choosing to BET ON MYSELF. It's time to take inventory, reclaim your time, and step FULLY into the confident, fearless YOU. In This Episode, You Will Learn How to CALL OUT toxic behavior to RECLAIM your confidence and be seen. Why KNOWING your worth stops YOU from settling for less. The story of how I was FIRED by a villain CEO. How to FORGIVE your villains to free YOURSELF from their grip. How to use FEAR as a green light to take BOLD risks. The mindset that helped me STOP defending myself. How REFLECTING on your past wins gives you the courage to chase BIGGER goals. Resources + Links Overcome Your Villains is Available NOW! Order here: https://overcomeyourvillains.com If you haven't yet, get my first book Confidence Creator Sign up for a one-dollar-per-month trial period at shopify.com/monahan Download the CFO's Guide to AI and Machine Learning at NetSuite.com/MONAHAN. Want to do more and spend less like Uber, 8x8, and Databricks Mosaic? Take a free test drive of OCI at oracle.com/MONAHAN. Get 10% off your first Mitopure order at timeline.com/CONFIDENCE. Get 15% off your first order when you use code CONFIDENCE15 at checkout at jennikayne.com. Call my digital clone at 201-897-2553! Visit heathermonahan.com Sign up for my mailing list: heathermonahan.com/mailing-list/ Follow Heather on Instagram & LinkedIn
What happens when your entire business model disappears OVERNIGHT? In this episode, I sit down with my friend and mentor Dean Graziosi to talk about the MINDSET, STRATEGY, and COURAGE it takes to PIVOT fast. We dive into how to stay RELEVANT, SERVE people in a changing world, and create RESULTS even when everything feels uncertain. I also share what it looked like for me to go from losing my TOP revenue stream to launching brand-new products in REAL TIME. Get ready to REINVENT, TAKE ACTION, and turn uncertainty into your biggest OPPORTUNITY. In This Episode, You Will Learn Why living the “EASY” way today creates a HARDER life later. The MOMENT I realized it was time to PIVOT. What Dean taught me about delivering VALUE in uncertain times. The TRUTH that keeps most entrepreneurs STUCK in fear. The mindset shift that helped me STOP waiting for permission. Why building ONLINE is now a NON-NEGOTIABLE. Why NOW is the time to BET ON YOURSELF. Resources + Links Visit Dean's website: www.deangraziosi.com Visit: www.deansbook.com Check out more of Dean's Books & Courses Sign up for a one-dollar-per-month trial period at shopify.com/monahan Download the CFO's Guide to AI and Machine Learning at NetSuite.com/MONAHAN. Want to do more and spend less like Uber, 8x8, and Databricks Mosaic? Take a free test drive of OCI at oracle.com/MONAHAN. Get 10% off your first Mitopure order at timeline.com/CONFIDENCE. Get 15% off your first order when you use code CONFIDENCE15 at checkout at jennikayne.com. Call my digital clone at 201-897-2553! Visit heathermonahan.com Sign up for my mailing list: heathermonahan.com/mailing-list/ Overcome Your Villains is Available NOW! Order here: https://overcomeyourvillains.com If you haven't yet, get my first book Confidence Creator Follow Heather on Instagram & LinkedIn Dean on Instagram & LinkedIn
This week, I'm speaking with Kevin Weil, Chief Product Officer at OpenAI, who is steering product development at what might be the world's most important company right now.We talk about:(00:00) Episode trailer(01:37) OpenAI's latest launches(03:43) What it's like being CPO of OpenAI(04:34) How AI will reshape our lives(07:23) How young people use AI differently(09:29) Addressing fears about AI(11:47) Kevin's "Oh sh!t" moment(14:11) Why have so many models within ChatGPT?(18:19) The unpredictability of AI product progress(24:47) Understanding model “evals”(27:21) How important is prompt engineering?(29:18) Defining “AI agent”(37:00) Why OpenAI views coding as a prime target use-case(41:24) The "next model test” for any AI startup(46:06) Jony Ive's role at OpenAI(47:50) OpenAI's hardware vision(50:41) Quickfire questions(52:43) When will we get AGI?Kevin's links:LinkedIn: https://www.linkedin.com/in/kevinweil/Twitter/X: @kevinweilAzeem's links:Substack: https://www.exponentialview.co/Website: https://www.azeemazhar.com/LinkedIn: https://www.linkedin.com/in/azharTwitter/X: https://x.com/azeemOur new show:This was originally recorded for "Friday with Azeem Azhar", a new show that takes place every Friday at 9am PT and 12pm ET. You can tune in through Exponential View on Substack.Produced by supermix.io and EPIIPLUS1 Ltd.
When you think of Artificial Intelligence, does it inspire confidence, or concern?Although it's now generally accepted that this technology will play a major role in our future, a lot of conversations around AI and machine learning come back to the argument over us losing control and robots taking over. Happily, Neil Lawrence has a more optimistic view of the power of AI, and how we might navigate the potential pitfalls. Neil is the DeepMind Professor of Machine Learning at the University of Cambridge, and over the course of his career has been involved in deploying AI and machine learning in both academic and commercial scenarios, with a stint at Amazon as well as working across fields as varied as movie animation, Formula 1 strategy, and medical research.Speaking with Professor Jim Al-Khalili, Neil says ultimately his efforts are all about making a difference to our everyday lives - and that we need to learn how to embrace AI, albeit with a healthy dollop of scepticism; not least when it comes to how our data is used, and the power of 'the digital oligarchy'...Presented by JIm Al-Khalili Produced for BBC Studios by Lucy Taylor
My friend Andy Kirk joins the show to reflect on the changing landscape of data visualization. We discuss the evolution of tools like Tableau and Flourish, the dispersion of social media communities, and how, how AI is reshaping workflows and data visualization. Andy shares insights from his freelance experience, the challenges of teaching data preparation, and his measured take on critique and awards in the field. This episode captures a moment of introspection in data viz—where progress is evident, but big questions remain.Keywords: data, data visualization, flourish, graphic design, how to, information design, graphic design tutorials, graphic design portfolio, graphic design course, online learning, graphic design photoshop, graphic design trends 2024, how to draw, data scientist, Federica fragapane, accurat, AccessibilityInDesign, EngagingVisuals, Inspiration, DataNarratives, VisualizationDesign, InstagramPortfolio, BehancePortfolio, mathematics, Al, machine learningSubscribe to the PolicyViz Podcast wherever you get your podcasts.Become a patron of the PolicyViz Podcast for as little as a buck a monthCheck out Andy's website and grab his new book, Data Visualisation: A Handbook for Data Driven Design.Follow me on Instagram, LinkedIn, Substack, Twitter, Website, YouTubeEmail: jon@policyviz.com
In this episode of the Additive Snack Podcast, host Fabian Alefeld welcomes Brad Rothenberg, CEO and founder of nTop, formerly known as nTopology. They discuss the evolution of additive manufacturing and nTop's role over the past three to four years. Topics include the founding story of nTop, the concept of implicit modeling, and how design tools have rapidly changed. Brad shares insights on using nTop for aviation design, thermal management, and heat exchanger design, pointing out the shift from traditional CAD to innovative parametric modeling for effective engineering solutions. They also explore the future impact of AI on engineering and how nTop is integrating AI to enhance design processes. The episode closes with a look at educational resources and training for engineers new to nTop. 1:37 The Founding Story of nTop 05:07 Implicit Modeling and Design Evolution 10:22 nTop's Impact on the Aviation Industry 19:32 Thermal Management and Heat Exchangers 31:05 Recreating Existing Models in nTop 2:16 Intern Projects: Building Gliders and Drones 33:44 Understanding Process Knowledge in 3D Printing 34:59 Custom Blocks and Design Rules in nTop 37:08 N Top's Role in Legacy and New Designs 38:17 Future Roadmap: Integration and Simulation 44:16 AI and Machine Learning in nTop 57:54 Lowering Barriers for Engineers
In this episode, Jonathan Norman (Director, Localisation Services, YPrime) and Laura Russell (Senior Vice President, Head of Data and AI Product Development, Advarra) join the podcast to discuss how artificial intelligence is transforming today's clinical operations. They dive deeper into how AI can be used to improve protocol design, drive efficiency in localization processes, and modernize clinical operations to expand access to trials and get treatments to patients sooner.
This episode is sponsored by https://WE-PN.com Become your own VPN provider.To get 50% off enter promo code: kingraam50-------------------------This episode is sponsored by BetterHelp. Give online therapy a try at https://betterhelp.com/MASTYORASTY and get on your way to being your best self.-------------------------Erfan is an AI and Machine Learning expert and regular guest of the show. In this episode we talk about the implications of AI for the future of mankind. Will all of our jobs become obsolete? Will human art and music still have any value? Will the machines take over and get rid of us altogether?-------------------------To learn more about psychedelic therapy go to my brother Mehran's page at: https://www.mindbodyintegration.ca/ or to https://www.somaretreats.org for his next retreat.***Masty o Rasty is not responsible for, or condone, the views and opinions expressed by our guests ******مستی و راستی هیچگونه مسولیتی در برابر نظرها و عقاید مهمانهای برنامه ندارد.***--------Support the showhttps://paypal.me/raamemamiVenmo + Revolut: @KingRaam Hosted on Acast. See acast.com/privacy for more information.
As Infosecurity Europe prepares to mark its 30th anniversary, Portfolio Director Saima Poorghobad shares how the event continues to evolve to meet the needs of cybersecurity professionals across industries, sectors, and career stages. What began in 1996 as a niche IT gathering has grown into a strategic hub for over 14,000 visitors, offering much more than just vendor booths and keynotes. Saima outlines how the event has become a dynamic space for learning, collaboration, and strategic alignment—balancing deep technical insight with the broader social, political, and technological shifts impacting the cybersecurity community.The Power of the Crowd: Community, Policy, and Lifelong LearningThis year's programming reflects the diverse needs of the cybersecurity community. Attendees range from early-career practitioners to seasoned decision-makers, with representation growing from academia and public policy. The UK government will participate in sessions designed to engage with the community and gather feedback to inform future regulation—a sign of how the show has expanded beyond its commercial roots. Universities are also getting special attention, with new student guides and tailored experiences to help emerging professionals find their place in the ecosystem.Tackling Today's and Tomorrow's Threats—From Quantum to GeopoliticsInfosecurity Europe 2024 is not shying away from bold topics. Professor Brian Cox will open the event by exploring the intersection of quantum science and cybersecurity, setting the tone for a future-facing agenda. Immediately following, BBC's Joe Tidy will moderate a session on how organizations can prepare for the cryptographic disruption quantum computing could bring. Rory Stewart will bring a geopolitical lens to the conversation, examining how shifting alliances, global trade tensions, and international conflicts are reshaping the threat landscape and influencing cybersecurity priorities across regions.Maximizing the Experience: Prep, Participate, and PartyFrom hands-on tech demos to peer-led table talks and new formats like the AI and Cloud Security Theater, the show is designed to be navigable—even for first-time attendees. Saima emphasizes preparation, networking, and follow-up as keys to success, with a new content download feature helping attendees retain insights post-event. The celebration culminates with a 90s-themed 30th anniversary party and a strong sense of pride in what this event has helped the community build—and protect—over three decades.The message is clear: cybersecurity is no longer just a technical field—it's a societal one.___________Guest: Saima Poorghobad, Portfolio Director at Reed Exhibitions | https://www.linkedin.com/in/saima-poorghobad-6a37791b/ Hosts:Sean Martin, Co-Founder at ITSPmagazine | Website: https://www.seanmartin.comMarco Ciappelli, Co-Founder at ITSPmagazine | Website: https://www.marcociappelli.com___________Episode SponsorsThreatLocker: https://itspm.ag/threatlocker-r974___________ResourcesLearn more and catch more stories from Infosecurity Europe 2025 London coverage: https://www.itspmagazine.com/infosec25Catch all of our event coverage: https://www.itspmagazine.com/technology-and-cybersecurity-conference-coverageWant to tell your Brand Story Briefing as part of our event coverage? Learn More
How do you know when a company is ready to go public? And what do you do to prepare for this? Chirag Shah, CFO of Motive and former CFO of Kong and Cornerstone OnDemand, joins CJ to share insights from his experience of scaling businesses from $30 million to nearly $1 billion and tripling ARR. He talks about taking companies public and how he helped take one private again in a $5.2 billion deal. In this episode, he explains what signals indicate that a company is ready to accelerate its growth, the art and science of building sales capacity, and how to balance efficiency and growth in hypergrowth mode. He also covers how to achieve a great valuation without a strong performance, the biggest headache on the road to IPO, and whether you should IPO in the first place or remain private.—LINKS:Chirag Shah on LinkedIn: https://www.linkedin.com/in/chirag-shah-787b1b20/Motive: https://gomotive.com/CJ on X (@cjgustafson222): https://x.com/cjgustafson222Mostly metrics: http://mostlymetrics.com—TIMESTAMPS:(00:00) Preview and Intro(02:11) Sponsor – Tabs | Rippling Spend | Pulley(06:25) Personal Product Market Fit: Preparing Companies for IPOs(10:34) How Being a General Manager Made Chirag a Better CFO(15:02) Sponsor – Navan | NetSuite | Planful(18:11) Asking Better Questions in Finance(20:08) Signals That a Company Is Ready To Accelerate Its Growth(25:10) The Art and Science of Building Sales Capacity(28:35) The Dangers of Adding Too Many Sales Reps(33:22) Determining the Numbers of Recruiters and Sales Manager Interviews(35:03) How To Garner a Great Valuation Without a Strong Performance(37:18) The Sweet Spot for Earnings Guidance(41:22) The Biggest Headache on the Road to IPO(44:03) Underappreciated Challenges of Being a Public SaaS Company(46:42) Taking Cornerstone OnDemand Public and Then Private Again(50:17) IPO or Stay Private: Advice for CFOs(52:15) Optimizing for Public Company Holders Versus Private Equity Investors(55:05) Balancing Efficiency and Growth in Hypergrowth Mode(58:34) Long-Ass Lightning Round: Preparation for Being a CFO(01:01:34) Advice to Younger Self(01:04:04) Finance Software Stack(01:05:01) Craziest Expense Story—SPONSORS:Tabs is a platform that brings all of your revenue-facing data and workflows - billing, AR, payments, rev rec, and reporting - onto a single system so you can automate and be more flexible. Find out more at: tabs.inc/metrics.Rippling Spend is a spend management software that gives you complete visibility and automated policy controls across every type of spend, saving you time and money. Get a demo to see how much time your org would save at rippling.com/metrics.Pulley is the cap table management platform built for CFOs and finance leaders who need reliable, audit-ready data and intuitive workflows, without the hidden fees or unreliable support. Switch in as little as 5 days and get 25% off your first year: pulley.com/mostlymetrics.Navan is the all-in-one travel and expense solution that helps finance teams streamline reconciliation, enforce policies automatically, and gain real-time visibility. It connects to your existing cards and makes closing the books faster and smarter. Visit navan.com/Runthenumbers for your demo.NetSuite is an AI-powered business management suite, encompassing ERP/Financials, CRM, and ecommerce for more than 41,000 customers. If you're looking for an ERP, head to https://netsuite.com/metrics and get the CFO's Guide to AI and Machine Learning.Planful's financial planning software can transform your FP&A function. Built for speed, accuracy, and confidence, you'll be planning your way to success and have time left over to actually put it to work. Find out more at www.planful.com/metrics.#scaling #goingpublic #hypergrowth #IPO #PrivateVersusPublic Get full access to Mostly metrics at www.mostlymetrics.com/subscribe
Welcome to Chat GPT, the only podcast where artificial intelligence takes the mic to explore the fascinating, fast-changing world of AI itself. From ethical dilemmas to mind-bending thought experiments, every episode is written and narrated by AI to help you decode the technology shaping our future. Whether you're a curious beginner or a seasoned techie, this is your front-row seat to the rise of intelligent machines—told from their perspective. Tune in for smart stories, surprising insights, and a glimpse into the future of thinking itself. Listen Ad Free https://www.solgoodmedia.com - Listen to hundreds of audiobooks, thousands of short stories, and ambient sounds all ad free!
Welcome to Chat GPT, the only podcast where artificial intelligence takes the mic to explore the fascinating, fast-changing world of AI itself. From ethical dilemmas to mind-bending thought experiments, every episode is written and narrated by AI to help you decode the technology shaping our future. Whether you're a curious beginner or a seasoned techie, this is your front-row seat to the rise of intelligent machines—told from their perspective. Tune in for smart stories, surprising insights, and a glimpse into the future of thinking itself. Listen Ad Free https://www.solgoodmedia.com - Listen to hundreds of audiobooks, thousands of short stories, and ambient sounds all ad free!
Welcome to Chat GPT, the only podcast where artificial intelligence takes the mic to explore the fascinating, fast-changing world of AI itself. From ethical dilemmas to mind-bending thought experiments, every episode is written and narrated by AI to help you decode the technology shaping our future. Whether you're a curious beginner or a seasoned techie, this is your front-row seat to the rise of intelligent machines—told from their perspective. Tune in for smart stories, surprising insights, and a glimpse into the future of thinking itself. Listen Ad Free https://www.solgoodmedia.com - Listen to hundreds of audiobooks, thousands of short stories, and ambient sounds all ad free!
// GUEST //X: https://x.com/NomadDotBTC // SPONSORS //iCoin: https://icointechnology.com/breedloveNetsuite: https://netsuite.com/whatismoneyCowbolt: https://cowbolt.com/Heart and Soil Supplements (use discount code BREEDLOVE): https://heartandsoil.co/Blockware Solutions: https://mining.blockwaresolutions.com/breedloveIn Wolf's Clothing: https://wolfnyc.com/Onramp: https://onrampbitcoin.com/?grsf=breedloveMindlab Pro: https://www.mindlabpro.com/breedloveCoinbits: https://coinbits.app/breedloveThe Farm at Okefenokee: https://okefarm.com/ // PRODUCTS I ENDORSE //Protect your mobile phone from SIM swap attacks: https://www.efani.com/breedloveLineage Provisions (use discount code BREEDLOVE): https://lineageprovisions.com/?ref=breedlove_22Colorado Craft Beef (use discount code BREEDLOVE): https://coloradocraftbeef.com/Salt of the Earth Electrolytes: http://drinksote.com/breedloveJawzrsize (code RobertBreedlove for 20% off): https://jawzrsize.com // SUBSCRIBE TO THE CLIPS CHANNEL //https://www.youtube.com/@robertbreedloveclips2996/videos // TIMESTAMPS //0:00 - WiM Episode Trailer1:41 - The Economic Dark Ages7:26 - Bitcoin and A Return to Quality18:21 - iCoin Bitcoin Wallet19:51 - NetSuite by Oracle21:01 - Abstraction and Building a Computer 31:04 - LLM's and vLookups 36:05 - Cowbolt: Settle in Bitcoin37:20 - Heart and Soil Supplements38:21 - Bitcoin and Our Cyborg Future49:22 - Humans vs Computers: Care54:13 - Mine Bitcoin with Blockware Solutions55:38 - Helping Lightning Startups with In Wolf's Clothing56:30 - Just Ask the LLM58:07 - Will AI Destroy Jobs1:04:17 - The Coming Great Awakening1:11:49 - AI in Legal and Tech1:14:56 - Onramp Bitcoin Custody1:16:19 - Mind Lab Pro Supplements1:17:28 - The Data Energy Problem1:21:43 - Artificial vs Natural1:36:12 - Buy Bitcoin with Coinbits1:37:23 - The Farm at Okefenokee1:38:42 - Neuralink and “The Merge”1:49:31 - Finding Your “Ikigai”1:53:49 - Where to Find Sad Oshi // PODCAST //Podcast Website: https://whatismoneypodcast.com/Apple Podcast: https://podcasts.apple.com/us/podcast/the-what-is-money-show/id1541404400Spotify: https://open.spotify.com/show/25LPvm8EewBGyfQQ1abIsERSS Feed: https://feeds.simplecast.com/MLdpYXYI // SUPPORT THIS CHANNEL //Bitcoin: 3D1gfxKZKMtfWaD1bkwiR6JsDzu6e9bZQ7Sats via Strike: https://strike.me/breedlove22Dollars via Paypal: https://www.paypal.com/paypalme/RBreedloveDollars via Venmo: https://account.venmo.com/u/Robert-Breedlove-2 // SOCIAL //Breedlove X: https://x.com/Breedlove22WiM? X: https://x.com/WhatisMoneyShowLinkedin: https://www.linkedin.com/in/breedlove22/Instagram: https://www.instagram.com/breedlove_22/TikTok: https://www.tiktok.com/@breedlove22Substack: https://breedlove22.substack.com/All My Current Work: https://linktr.ee/robertbreedlove
Tecton Founder and CEO Mike Del Balso talks about what ML/AI use cases are core components generating Millions in revenue. Demetrios and Mike go through the maturity curve that predictive Machine Learning use cases have gone through over the past 5 years, and why a feature store is a primary component of an ML stack.// BioMike Del Balso is the CEO and co-founder of Tecton, where he's building the industry's first feature platform for real-time ML. Before Tecton, Mike co-created the Uber Michelangelo ML platform. He was also a product manager at Google where he managed the core ML systems that power Google's Search Ads business. He studied Applied Science, Electrical & Computer Engineering at the University of Toronto.// Related LinksWebsite: www.tecton.ai~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExploreMLOps Swag/Merch: [https://shop.mlops.community/]Connect with Demetrios on LinkedIn: /dpbrinkmConnect with Mike on LinkedIn: /michaeldelbalsoTimestamps:[00:00] Smarter decisions, less manual work[03:52] Data pipelines: pain and fixes[08:45] Why Tecton was born[11:30] ML use cases shift[14:14] Models for big bets[18:39] Build or buy drama[20:20] Fintech's data playbook[23:52] What really needs real-time[28:07] Speeding up ML delivery[32:09] Valuing ML is tricky[35:29] Simplifying ML toolkits[37:18] AI copilots in action[42:13] AI that fights fraud[45:07] Teaming up across coasts[46:43] Tecton + Generative AI?
Today, we're discussing the Trump administration's reversal of a Biden-era policy regarding hospitals being required to perform emergency abortions. We get into the law itself, what changed, and, more importantly, what didn't. Spoiler alert: Hospitals can still perform emergency care for pregnant women — they just can't intentionally kill babies. And to the surprise of nobody with eyes, Olympic gold medalist boxer Imane Khelif was proven to be male, according to a leaked medical report. Not only that, but a high school girl in California was forced to share the podium with a "transgender" competitor. Lastly, we debut a new segment, Hard Pills to Swallow, and we're hitting the ground running with today's hard pill: You need to stop living with your boyfriend. Share the Arrows 2025 is on October 11 in Dallas, Texas! Go to sharethearrows.com for tickets now! Sponsored by Carly Jean Los Angeles, Good Ranchers, and EveryLife. Buy Allie's new book, "Toxic Empathy: How Progressives Exploit Christian Compassion": https://a.co/d/4COtBxy --- Timecodes: (02:00) Trump admin updates EMTALA (23:17) Imane Khelif is male (36:59) “Transgender” boy shares podium with girl in CA (44:36) Hard Pills to Swallow --- Today's Sponsors: Carly Jean Los Angeles — Go to https://www.carlyjeanlosangeles.com and use code ALLIEB to get 20% off your first CJLA order, site wide (one-time use only) and start filling your closet with timeless staple pieces. And see Allie's CJLA favorites at carlyjeanlosangeles.com/pages/allieb NetSuite — Gain visibility and control of your financials, planning, budgeting, and inventory so you can manage risk, get reliable forecasts, and improve margins. Go to NetSuite.com/ALLIE to get the CFO's guide to AI and Machine Learning. Patriot Mobile — go to PatriotMobile.com/ALLIE or call 972-PATRIOT and use promo code 'ALLIE' for a free month of service! --- Related Episodes: Ep 1200 | Exposing the Innocence Project: Fake Evidence, Dark Funding & Protecting Monsters https://podcasts.apple.com/us/podcast/ep-1200-exposing-the-innocence-project-fake-evidence/id1359249098?i=1000711205674 Ep 1074 | OBGYN Busts Myths on Miscarriages & Late-Term Abortions | Guest: Dr. Christina Francis https://podcasts.apple.com/us/podcast/ep-1074-obgyn-busts-myths-on-miscarriages-late-term/id1359249098?i=1000670827855 Ep 1050 | Trump Rejoins X, Imane Khelif is Male, & Olympics Gospel Moments https://podcasts.apple.com/us/podcast/ep-1050-trump-rejoins-x-imane-khelif-is-male-olympics/id1359249098?i=1000665181737 --- Buy Allie's book, You're Not Enough (& That's Okay): Escaping the Toxic Culture of Self-Love: https://alliebethstuckey.com/book Relatable merchandise – use promo code 'ALLIE10' for a discount: https://shop.blazemedia.com/collections/allie-stuckey Learn more about your ad choices. Visit megaphone.fm/adchoices
Patrick McKenzie (patio11) discusses software reversing and AI's transformative impact on cybersecurity with Caleb Fenton, co-founder of Delphos Labs. They explore how LLMs are revolutionizing the traditionally tedious work of analyzing compiled binaries, the nation-state cyber warfare landscape, and how AI is shifting security from reactive to proactive defense. They cover the technical details of malware analysis, the economics of vulnerability detection, and the broader implications as both defenders and attackers gain access to increasingly powerful AI tools. –Full transcript available here: https://www.complexsystemspodcast.com/machine-learning-meets-malware-with-caleb-fenton/–Sponsor: MercuryThis episode is brought to you by Mercury, the fintech trusted by 200K+ companies — from first milestones to running complex systems. Mercury offers banking that truly understands startups and scales with them. Start today at Mercury.com Mercury is a financial technology company, not a bank. Banking services provided by Choice Financial Group, Column N.A., and Evolve Bank & Trust; Members FDIC.–Links:Delphos Labs: https://delphoslabs.com/ Virus Total: https://www.virustotal.com/gui/home/upload “Thel fraud supply chain”, Bits about Money https://www.bitsaboutmoney.com/archive/the-fraud-supply-chain/ –Timestamps:(00:00) Intro(01:20) Understanding software reversing(03:52) The role of AI in software security(06:12) Nation-state cyber warfare(09:33) The future of digital warfare(16:45) Sponsor: Mercury(17:49) Reverse engineering techniques(30:15) AI's impact on reverse engineering(41:45) The importance of urgency in security alerts(42:47) The future of reverse engineering(43:21) Challenges in security product development(44:46) AI in vulnerability detection(46:09) The evolution of AI models(48:06) Reasoning models and their impact(49:06) AI in software security(49:49) The role of linters in security(57:38) AI's impact on various fields(01:02:42) AI in education and skill acquisition(01:08:51) The future of AI in security and beyond(01:12:43) The adversarial nature of AI in security(01:19:46) Wrap
How can finance leaders identify where their capital is silently going to waste and where it can be better used to drive growth? In this episode, CJ interviews Russell Lester, the CFO of Tropic, where capital allocation is both the product and the mission. Russell introduces the concept of “spoilage”, deployed capital that fails to deliver its intended value. He also talks about “levers”, positive actions that force multiply your efforts, and “leakages”, headwinds or detractors that sap momentum. Russell believes it is the job of the CFO (or “Chief Alignment Officer”) to proactively go looking for these levers and leakages. He then explains how he uses his "center of the table" framework to redeploy the freed-up capital to fuel growth. Russell also covers how to address misalignment, what helicopter skills are and why you need them, what a data safari is and why you should take one daily, and why every CFO needs a spend management tool.—LINKS:Russell Lester on LinkedIn: https://www.linkedin.com/in/russell-lester-aa98463/Tropic: https://www.tropicapp.io/CJ on X (@cjgustafson222): https://x.com/cjgustafson222Mostly metrics: http://mostlymetrics.comRELATED EPISODES:The Roadshow, the IPO Process, and Ringing That Bell, With CFO Amanda Whalen of Klaviyo.CFO Jenny Decker Unveils Top Frameworks Used at Front. —TIMESTAMPS:(00:00) Preview and Intro(02:34) Sponsor – Rippling Spend | Pulley | Navan(06:18) The Business of Star Wars(08:33) The Concept of “Spoilage” in Business(10:27) How To Identify Spoiled Capital(15:10) Spoilage Caused by Strategy Drift(16:25) Sponsor – NetSuite | Planful | Tabs(20:06) What Are “Levers and Leakages”(21:40) Identifying Levers(25:52) Identifying Leakages(26:37) The Center-of-Table Framework for Budgeting(31:03) The CFO As “Chief Alignment Officer”(33:06) How To Address Misalignment(34:57) What Alignment Looks Like in a Founder-Led Business(35:54) What Helicopter Skills Are and Why You Need Them(38:07) Data Safaris and Curiosity as a Secret Weapon(42:54) Aligning Data and Defining Metrics(45:08) Using Tropic for Capital Allocation Decisions(48:13) Spend Management: Cutting Costs Versus Driving Growth(51:08) Why Every CFO Needs a Spend Management Tool(52:59) Long-Ass Lightning Round: Alignment With Investors(55:13) Auto-Renewals: Good or Bad(56:25) Advice to Younger Self(57:08) Finance Software Stack(57:57) Craziest Expense Story—SPONSORS:Rippling Spend is a spend management software that gives you complete visibility and automated policy controls across every type of spend, saving you time and money. Get a demo to see how much time your org would save at rippling.com/metrics.Pulley is the cap table management platform built for CFOs and finance leaders who need reliable, audit-ready data and intuitive workflows, without the hidden fees or unreliable support. Switch in as little as 5 days and get 25% off your first year: pulley.com/mostlymetrics.Navan is the all-in-one travel and expense solution that helps finance teams streamline reconciliation, enforce policies automatically, and gain real-time visibility. It connects to your existing cards and makes closing the books faster and smarter. Visit navan.com/Runthenumbers for your demo.NetSuite is an AI-powered business management suite, encompassing ERP/Financials, CRM, and ecommerce for more than 41,000 customers. If you're looking for an ERP, head to https://netsuite.com/metrics and get the CFO's Guide to AI and Machine Learning.Planful's financial planning software can transform your FP&A function. Built for speed, accuracy, and confidence, you'll be planning your way to success and have time left over to actually put it to work. Find out more at www.planful.com/metrics.Tabs is a platform that brings all of your revenue-facing data and workflows - billing, AR, payments, rev rec, and reporting - onto a single system so you can automate and be more flexible. Find out more at: tabs.inc/metrics.#capitalallocation #spendmanagement #capitalspoilage #centerofthetableframework #spendmanagementtool Get full access to Mostly metrics at www.mostlymetrics.com/subscribe
Discover how emotional intelligence is revolutionizing cybersecurity leadership in this episode of AWS Executive Insights, featuring Hart Rossman, VP of Global Services Security. Beyond technical expertise, security leaders must cultivate empathy, emotional regulation, and interpersonal skills within their workforce in order to avoid burnout, reduce human errors, and realize greater productivity. Learn how AWS is transforming traditional DevSecOps team management by integrating emotional intelligence training with incident response capabilities, leading to faster resolution times and more resilient security operations. Rossman also discusses how empathy and psychological safety are becoming critical differentiators in building high-performance security teams. This conversation is essential for any leaders looking to elevate their teams' effectiveness through enhanced emotional intelligence and cultural transformation. Watch now to uncover the critical connection between EQ and security excellence.
The telecom industry is undergoing a fundamental transformation. This shift is creating new business opportunities and services but also brings significant challenges in transformation and modernization. In a new five-part mini-series, Reimagining Telecoms, we will explore these challenges through five distinct lenses: Growth, Networks, Simplification, Data & AI, and Regulation, uncovering lessons and insights relevant to telecom organizations and beyond. This week, in the final episode of the mini-series, Dave, Esmee, and Rob talk to Nik Willetts, CEO of TM Forum, to discuss growth—the telco industry's biggest challenge—and how it intersects with Hyperscalers, innovation, and shaping the industry's future. TLDR01:05 Introduction of Nik and an update on the mini-series03:41 Main conversation with Nik Willetts29:10 Navigating the balance between collaboration and competition34:57 Looking ahead to DTW Ignite, the Dolomites, and Brunello wine, served by sommelier Rob GuestNik Willetts: https://www.linkedin.com/in/nikwilletts/HostsDave Chapman: https://www.linkedin.com/in/chapmandr/Esmee van de Giessen: https://www.linkedin.com/in/esmeevandegiessen/Rob Kernahan: https://www.linkedin.com/in/rob-kernahan/ ProductionMarcel van der Burg: https://www.linkedin.com/in/marcel-vd-burg/Dave Chapman: https://www.linkedin.com/in/chapmandr/with Praveen Shankar: https://www.linkedin.com/in/praveen-shankar-capgemini/SoundBen Corbett: https://www.linkedin.com/in/ben-corbett-3b6a11135/Louis Corbett: https://www.linkedin.com/in/louis-corbett-087250264/'Cloud Realities' is an original podcast from Capgemini
What if your entire life changed at nine years old and you had to decide whether or not to fight for your future? In this episode, I sit down with Ally, the powerhouse CEO of Love Squad, Peloton Instructor, and Brooklyn Nets Host, to talk about what it really means to decide. Ally shares the life-threatening accident that shaped her mindset forever, and how choosing to fight for herself ignited a life of purpose, leadership, and massive impact. Tune in to learn how one bold decision can change everything. In This Episode You Will Learn Why deciding is the first step to becoming who you're meant to be. How Ally Love turned trauma into leadership, confidence, and clarity. The mindset behind building a brand rooted in authenticity. What it takes to lead with purpose. How to make your platform a place for others to rise with you. Resources + Links Learn more about Ally HERE! Sign up for a one-dollar-per-month trial period at shopify.com/monahan Download the CFO's Guide to AI and Machine Learning at NetSuite.com/MONAHAN. Want to do more and spend less like Uber, 8x8, and Databricks Mosaic? Take a free test drive of OCI at oracle.com/MONAHAN. Get 10% off your first Mitopure order at timeline.com/CONFIDENCE. Get 15% off your first order when you use code CONFIDENCE15 at checkout at jennikayne.com. Call my digital clone at 201-897-2553! Visit heathermonahan.com Sign up for my mailing list: heathermonahan.com/mailing-list/ Overcome Your Villains is Available NOW! Order here: https://overcomeyourvillains.com If you haven't yet, get my first book Confidence Creator Follow Heather on Instagram & LinkedIn Ally on Instagram & Twitter
// GUEST //AI Crash Course: https://substack.com/home/post/p-159807269?utm_campaign=post&utm_medium=webSubstack: https://henrythe9th.substack.com/X: https://x.com/henrythe9thsLinkedIn: https://www.linkedin.com/in/henrythe9th // SPONSORS //iCoin: https://icointechnology.com/breedloveNetsuite: https://netsuite.com/whatismoneyCowbolt: https://cowbolt.com/Heart and Soil Supplements (use discount code BREEDLOVE): https://heartandsoil.co/Blockware Solutions: https://mining.blockwaresolutions.com/breedloveIn Wolf's Clothing: https://wolfnyc.com/Onramp: https://onrampbitcoin.com/?grsf=breedloveMindlab Pro: https://www.mindlabpro.com/breedloveCoinbits: https://coinbits.app/breedloveThe Farm at Okefenokee: https://okefarm.com/ // PRODUCTS I ENDORSE //Protect your mobile phone from SIM swap attacks: https://www.efani.com/breedloveLineage Provisions (use discount code BREEDLOVE): https://lineageprovisions.com/?ref=breedlove_22Colorado Craft Beef (use discount code BREEDLOVE): https://coloradocraftbeef.com/Salt of the Earth Electrolytes: http://drinksote.com/breedloveJawzrsize (code RobertBreedlove for 20% off): https://jawzrsize.com // SUBSCRIBE TO THE CLIPS CHANNEL //https://www.youtube.com/@robertbreedloveclips2996/videos // TIMESTAMPS //0:00 - WiM Episode Trailer 1:29 - Henry's Background in Computer Science and AI 13:33 - Falling Down the AI Rabbit Hole 20:22 - The AI Crash Course for Beginners 22:34 - iCoin Bitcoin Wallet 24:04 - NetSuite by Oracle 25:14 - What Is AI? Neural Nets and Context Windows Explained 32:20 - Predictive Power and Depth of Modern Models 35:15 - Crossing the AI Chasm 41:03 - Cowbolt: Settle in Bitcoin 42:18 - Heart and Soil Supplements 43:17 - The “DeepSeek Moment” and What It Means 53:17 - Will Every Business Become an AI Business? 55:26 - Mine Bitcoin with Blockware Solutions 56:52 - Helping Lightning Startups with In Wolf's Clothing 57:44 - Hard-Earned Advice for Tech Founders 1:04:24 - Lean and Scalable AI Business Models 1:12:59 - Onramp Bitcoin Custody 1:14:55 - Mind Lab Pro Supplements 1:16:05 - Using AI to Write and Publish a Book 1:24:34 - Buy Bitcoin with Coinbits 1:26:02 - The Farm at Okefenokee 1:27:12 - Forecasting the Future of AI 1:34:46 - Where to Find Henry Shi // PODCAST //Podcast Website: https://whatismoneypodcast.com/Apple Podcast: https://podcasts.apple.com/us/podcast/the-what-is-money-show/id1541404400Spotify: https://open.spotify.com/show/25LPvm8EewBGyfQQ1abIsERSS Feed: https://feeds.simplecast.com/MLdpYXYI // SUPPORT THIS CHANNEL //Bitcoin: 3D1gfxKZKMtfWaD1bkwiR6JsDzu6e9bZQ7Sats via Strike: https://strike.me/breedlove22Dollars via Paypal: https://www.paypal.com/paypalme/RBreedloveDollars via Venmo: https://account.venmo.com/u/Robert-Breedlove-2 // SOCIAL //Breedlove X: https://x.com/Breedlove22WiM? X: https://x.com/WhatisMoneyShowLinkedin: https://www.linkedin.com/in/breedlove22/Instagram: https://www.instagram.com/breedlove_22/TikTok: https://www.tiktok.com/@breedlove22Substack: https://breedlove22.substack.com/All My Current Work: https://linktr.ee/robertbreedlove
This week's guest is Bob Buhlmann (https://www.linkedin.com/in/bob-buhlmann-4182244/), Head of Quality Digital and Computer Strategy at AstraZeneca. Bob shares how technology has evolved over the course of his 35+ years in the pharma industry, the hurdles pharma companies often face when adopting emerging technology, and the future of quality management. He also takes a deep dive into validation, the challenges associated with validating software created by citizen developers, and AstraZeneca's innovative solution for this pressing problem in the pharma industry. Augmented Ops is a podcast for industrial leaders, citizen developers, shop floor operators, and anyone else that cares about what the future of frontline operations will look like across industries. This show is presented by Tulip (https://tulip.co/), the Frontline Operations Platform. You can find more from us at Tulip.co/podcast (https://tulip.co/podcast) or by following the show on LinkedIn (https://www.linkedin.com/company/augmentedpod/). Special Guest: Bob Buhlmann.
Chong Shen from Flower Labs joins us to discuss what it really takes to build production-ready federated learning systems that work across data silos. We talk about the Flower framework and it's architecture (supernodes, superlinks, etc.), and what makes it both "friendly" and ready for real enterprise environments. We also explore how the generative Generative AI boom is reshaping Flower's roadmap.Featuring:Chong Shen Ng – LinkedInChris Benson – Website, GitHub, LinkedIn, XDaniel Whitenack – Website, GitHub, XEpisode links:The future of AI training is federatedDeepLearning.ai short course on Federated Learning with FlowerFlower MonthlyFederated Learning in AutomotiveFederated AI in FinanceFederated Learning in HealthcareFederated AI on IoT SystemsFlowerTune LLM LeaderboardFlower IntelligenceGitHubSlackFlower DiscussCheck out upcoming webinars!Sponsors:NordLayer is toggle-ready network security built for modern businesses—combining VPN, access control, and threat protection in one platform that deploys in under 10 minutes with no hardware required. It's built on Zero Trust architecture with granular access controls, so only the right people access the right resources, and it scales effortlessly as your team grows. Get up to 32% off yearly plans with code practically-10 at nordlayer.com/practicalai - 14-day money-back guarantee included.
Notion te regala 3 meses del plan Business + IA ilimitada
Europe Notified Body survey report - 31 October 2024 - What is the main Surprise: https://health.ec.europa.eu/document/download/59b9d90e-be42-4895-9f6f-bec35138bb0a_en?filename=md_nb_survey_certifications_applications_en.pdf The MIR form has been updated - Version 7.3.1 - Don't use previous versions: https://health.ec.europa.eu/medical-devices-sector/new-regulations/guidance-mdcg-endorsed-documents-and-other-guidance/pmsv-reporting-forms_en UK: UK MIR and FSCA - Change is in the AIR: https://www.gov.uk/government/publications/more-implementation/gb-mir-and-fsca-schema-implementation-guide UK MDR 2002 is dying - Long life to UK MDR 2025: https://www.legislation.gov.uk/ukdsi/2025/9780348269529 : Real-World Data or Clinical Trial or Both?- This is the question: https://www.gov.uk/government/publications/mhra-guidance-on-the-use-of-real-world-data-in-clinical-studies-to-support-regulatory-decisions/mhra-guidance-on-the-use-of-real-world-data-in-clinical-studies-to-support-regulatory-decisions Training EU MDR Green Belt June 2025 - June 23rd, June 27th: https://school.easymedicaldevice.com/course/gb34/ eTraining on Vigilance and Audit preparation - Self-paced: https://school.easymedicaldevice.com/emd-course ROW USA Q-Sub update - New electronic template: https://www.fda.gov/regulatory-information/search-fda-guidance-documents/electronic-submission-template-medical-device-q-submissions Brazil: SIUD or UDI in Brazil - Manual of Use in Portuguese: https://www.gov.br/anvisa/pt-br/assuntos/produtosparasaude/temas-em-destaque/arquivos/manual_siud_v01.pdf Saudi Arabia: Series of Webinar - June is a Busy month in Saudi Arabia: 16 June 2025 Companion Diagnostic Regulatory Requirements: https://www.sfda.gov.sa/en/workshop/3540492 17 June 2025 Saudi Unique Device Identification (SAUDI-DI): https://www.sfda.gov.sa/en/workshop/3540493 19 June 2025 Artificial Intelligence and Machine Learning: https://www.sfda.gov.sa/en/workshop/3540495 23 June 2025 Digital Health Medical Devices regulatory approach: https://www.sfda.gov.sa/en/workshop/3540496 24 June 2025 Medical Devices Risk Classification: https://www.sfda.gov.sa/en/workshop/3540497 Saudi In-house Devices - Not like EU: https://www.sfda.gov.sa/sites/default/files/2025-05/MDS-G022En.pdf Turkey: In Turkey, Economic Operators are Liable - Even after discontinuation or temporary stop of supply: https://titck.gov.tr/duyuru/tibbi-cihazlarin-tedarikinin-kesintiye-ugramasi-veya-durdurulmasi-sona-ermesi-durumunda-i-ktisadi-i-sletmecilerin-yukumlulukleri-hakkinda-duyuru-21052025113350 PODCAST: Podcast Nostalgia - What happened in May 2025 Episode 334 - What is the new UK Post-Market Surveillance Requirements? With Claire Dyson: https://podcast.easymedicaldevice.com/334-2/ Episode 335 - When is Regulatory Affairs needed during Design? With Aouda Ouzza: https://podcast.easymedicaldevice.com/335-2/ Episode 336 - is EHDS dangerous for Medical Device Manufacturers? With Cecile van der Heijden: https://podcast.easymedicaldevice.com/336-2/ Episode 337 - How Deepeye Medical overcame the AI Act? With Carmen Bellebna; https://podcast.easymedicaldevice.com/337-2/ Episode 338 - Trapped or Strategic? Changing Notified Bodies During MDR transition: https://podcast.easymedicaldevice.com/338-2/
Peggy Smedley and Adam Brotman and Andy Sack, cofounders, Forum 3, and authors, AI First, talk about the challenges and opportunities that lie ahead for businesses, with the advancement of AI (artificial intelligence). Andy says the young people are using AI all day every day and they have a set of skills and intelligence that are broad. Adam says the AI first company starts with the AI first leader. They also discuss: The importance of becoming an AI first organization. The AI learning journey they went on. The playbook for AI that can help future proof a business. forum3.com (6/3/25 - 923) What You Might Have Missed: AI Use Cases, Limitations, and Opportunities AI at the Smart Home Stargate and the Future of AI Infrastructure IoT, Internet of Things, Peggy Smedley, artificial intelligence, machine learning, big data, digital transformation, cybersecurity, blockchain, 5G, cloud, sustainability, future of work, podcast, Adam Brotman, Andy Sack, Forum 3 This episode is available on all major streaming platforms. If you enjoyed this segment, please consider leaving a review on Apple Podcasts.
Peggy Smedley talks about the clean power manufacturing sector, explaining how it is driving the U.S. economic boom. She says we need to make, build, and grow together, which will require several shifts in manufacturing. She also discusses: How much it contributes to the U.S. GDP annually today—and will in 2030. Growth anticipated for jobs, earnings, and economic output. How it can help generate opportunities for local communities. peggysmedleyshow.com (6/3/25 - 923) What You Might Have Missed: A Primer on Clean Energy Clean Energy Trends to Watch The State of the Grid IoT, Internet of Things, Peggy Smedley, artificial intelligence, machine learning, big data, digital transformation, cybersecurity, blockchain, 5G, cloud, sustainability, future of work, podcast This episode is available on all major streaming platforms. If you enjoyed this segment, please consider leaving a review on Apple Podcasts.
Peggy Smedley and James Zou, professor, Stanford University, talk about AI (artificial intelligence) agents and how AI is being used in scientific discovery. He says it is important to think about the difference between AI as a tool and AI as a collaborator, or an agent. They also discuss: What scientific problems are best suited for AI agents to solve—and which are still out of reach. How to ensure everything being produced is accurate and trustworthy. If the role or the degree to which students are entering university changed because of AI. james-zou.com (6/3/25 - 923) What You Might Have Missed: AI Comes to Construction Cameras Use Cases for AI AI: Notable Breakthroughs IoT, Internet of Things, Peggy Smedley, artificial intelligence, machine learning, big data, digital transformation, cybersecurity, blockchain, 5G, cloud, sustainability, future of work, podcast, James Zou, Stanford University This episode is available on all major streaming platforms. If you enjoyed this segment, please consider leaving a review on Apple Podcasts.
In this Google Prodcast episode, Todd Underwood, a reliability expert from Anthropic with experience at Google and OpenAI, discusses the current state and future of AI in SRE. Todd and the hosts focus on the current state and future of AI and ML in production, particularly for SREs. Topics discussed include the challenges of AI-Ops, limitations of current anomaly detection, the potential for AI in config authoring and troubleshooting, trade-offs between product velocity and reliability, the evolving role of SREs in an AI-driven world, and book publication for optimal timing.
This episode is deeply personal. I open up about the recent passing of my longtime mentor and friend, Bob, and what he taught me about legacy, leadership, and living with intention. I'm also joined by TV personality, educator, commentator, and Real Housewife Dr. Wendy Osefo. She shares how she navigates public criticism, imposter syndrome, and the pressure of high visibility. We dive into what it means to be confident under scrutiny, how to reframe insecurity as part of your growth stage, and why being authentic will always outweigh being liked. Tune in and own your confidence. In This Episode, You Will Learn The mentorship that changed the course of my career. How to own your identity and shake off imposter syndrome. Why every confident woman still has insecure moments. How to have conversations across political divides. What balance really looks like as a working mom. Tips to manage decisions, set priorities, and say “no” without guilt. Resources + Links Sign up for a one-dollar-per-month trial period at shopify.com/monahan Download the CFO's Guide to AI and Machine Learning at NetSuite.com/MONAHAN. Want to do more and spend less like Uber, 8x8, and Databricks Mosaic? Take a free test drive of OCI at oracle.com/MONAHAN. Get 10% off your first Mitopure order at timeline.com/CONFIDENCE. Get 15% off your first order when you use code CONFIDENCE15 at checkout at jennikayne.com. Call my digital clone at 201-897-2553! Visit heathermonahan.com Sign up for my mailing list: heathermonahan.com/mailing-list/ Overcome Your Villains is Available NOW! Order here: https://overcomeyourvillains.com If you haven't yet, get my first book Confidence Creator Follow Heather on Instagram & LinkedIn Dr. Wendy Osefo on Instagram & Twitter
Rori Duboff on how to create trust in the modern digital age For over 20 years Rori Duboff has been at the forefront of digital strategy across marketing, design and media. Throughout her time in the industry one of the main values that Rori has focused on is trust - how do we understand what is real and what is not - especially in an age of growing online misinformation. This week Rori joins Tammy to discuss her recently developed Trust Stack, a tool she developed to sift through the noise and seek out what is real and true.Please note that the views expressed may not necessarily be those of NTT DATA.Links: Rori Duboff Fakespot Learn more about Launch by NTT DATASee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
Frank Ford, Partner at Bain & Company, discusses how organizations can drive meaningful change through "micro-battles" - a method of tackling tough business problems in small, winnable chunks that can later be scaled across the organization. He explains why traditional large-scale transformations often fail (with only 12% success rate) and how focusing on specific, time-bound challenges with clear sponsorship can lead to more effective organizational change.
Raza Habib, the CEO of LLM Eval platform Humanloop, talks to us about how to make your AI products more accurate and reliable by shortening the feedback loop of your evals. Quickly iterating on prompts and testing what works, along with some of his favorite Dario from Anthropic AI Quotes.// BioRaza is the CEO and Co-founder at Humanloop. He has a PhD in Machine Learning from UCL, was the founding engineer of Monolith AI, and has built speech systems at Google. For the last 4 years, he has led Humanloop and supported leading technology companies such as Duolingo, Vanta, and Gusto to build products with large language models. Raza was featured in the Forbes 30 Under 30 technology list in 2022, and Sifted recently named him one of the most influential Gen AI founders in Europe.// Related LinksWebsites: https://humanloop.com~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExploreMLOps Swag/Merch: [https://shop.mlops.community/]Connect with Demetrios on LinkedIn: /dpbrinkmConnect with Raza on LinkedIn: /humanloop-razaTimestamps:[00:00] Cracking Open System Failures and How We Fix Them[05:44] LLMs in the Wild — First Steps and Growing Pains[08:28] Building the Backbone of Tracing and Observability[13:02] Tuning the Dials for Peak Model Performance[13:51] From Growing Pains to Glowing Gains in AI Systems[17:26] Where Prompts Meet Psychology and Code[22:40] Why Data Experts Deserve a Seat at the Table[24:59] Humanloop and the Art of Configuration Taming[28:23] What Actually Matters in Customer-Facing AI[33:43] Starting Fresh with Private Models That Deliver[34:58] How LLM Agents Are Changing the Way We Talk[39:23] The Secret Lives of Prompts Inside Frameworks[42:58] Streaming Showdowns — Creativity vs. Convenience[46:26] Meet Our Auto-Tuning AI Prototype[49:25] Building the Blueprint for Smarter AI[51:24] Feedback Isn't Optional — It's Everything
I, Stewart Alsop, am thrilled to welcome Xathil of Poliebotics to this episode of Crazy Wisdom, for what is actually our second take, this time with a visual surprise involving a fascinating 3D-printed Bauta mask. Xathil is doing some truly groundbreaking work at the intersection of physical reality, cryptography, and AI, which we dive deep into, exploring everything from the philosophical implications of anonymity to the technical wizardry behind his "Truth Beam."Check out this GPT we trained on the conversationTimestamps01:35 Xathil explains the 3D-printed Bauta Mask, its Venetian origins, and its role in enabling truth through anonymity via his project, Poliepals.04:50 The crucial distinction between public identity and "real" identity, and how pseudonyms can foster truth-telling rather than just conceal.10:15 Addressing the serious risks faced by crypto influencers due to public displays of wealth and the broader implications for online identity.15:05 Xathil details the core Poliebotics technology: the "Truth Beam," a projector-camera system for cryptographically timestamping physical reality.18:50 Clarifying the concept of "proof of aliveness"—verifying a person is currently live in a video call—versus the more complex "proof of liveness."21:45 How the speed of light provides a fundamental advantage for Poliebotics in outmaneuvering AI-generated deepfakes.32:10 The concern of an "inversion," where machine learning systems could become dominant over physical reality by using humans as their actuators.45:00 Xathil's ambitious project to use Poliebotics for creating cryptographically verifiable records of biodiversity, beginning with an enhanced Meles trap.Key InsightsAnonymity as a Truth Catalyst: Drawing from Oscar Wilde, the Bauta mask symbolizes how anonymity or pseudonyms can empower individuals to reveal deeper, more authentic truths. This challenges the notion that masks only serve to hide, suggesting they can be tools for genuine self-expression.The Bifurcation of Identity: In our digital age, distinguishing between one's core "real" identity and various public-facing personas is increasingly vital. This separation isn't merely about concealment but offers a space for truthful expression while navigating public life.The Truth Beam: Anchoring Reality: Poliebotics' "Truth Beam" technology employs a projector-camera system to cast cryptographic hashes onto physical scenes, recording them and anchoring them to a blockchain. This aims to create immutable, verifiable records of reality to combat the rise of sophisticated deepfakes.Harnessing Light Speed Against Deepfakes: The fundamental defense Poliebotics offers against AI-generated fakes is the speed of light. Real-world light reflection for capturing projected hashes is virtually instantaneous, whereas an AI must simulate this complex process, a task too slow to keep up with real-time verification.The Specter of Humans as AI Actuators: A significant future concern is the "inversion," where AI systems might utilize humans as unwitting agents to achieve their objectives in the physical world. By manipulating incentives, AIs could effectively direct human actions, raising profound questions about agency.Towards AI Symbiosis: The ideal future isn't a human-AI war or complete technological asceticism, but a cooperative coexistence between nature, humanity, and artificial systems. This involves developing AI responsibly, instilling human values, and creating systems that are non-threatening and beneficial.Contact Information* Polybotics' GitHub* Poliepals* Xathil: Xathil@ProtonMail.com
As Chief Technology Officer at eSentire, Dustin Hillard brings a deeply rooted background in AI and machine learning—going back over 15 years—to the practical challenges of cybersecurity. In this episode, Hillard discusses how his team is using agentic AI not for the sake of hype, but to augment real human workflows and achieve measurable, high-impact outcomes for clients.The conversation begins with a critical point: AI should be an enabler, not a shiny object. Hillard contrasts the superficial marketing claims that dominate vendor messaging with the grounded, transparent approach his team takes—an approach that fuses technology with hands-on human expertise to deliver results.eSentire's focus is on containment and control. In over 99% of intrusion cases, their platform successfully stops threats at the first host. That is the benchmark by which Hillard wants AI judged—not by its novelty or buzz, but by whether it helps security teams stop attacks before damage spreads.Key to achieving this is the way automation is used to supercharge analysts. Instead of running just three or five high-value queries in a 15-minute response window, eSentire's AI framework runs 30. This allows the system to comb through a customer's historical data, generate hypotheses based on broader knowledge bases, and deliver structured, contextual findings. Analysts can then focus on judgment and decision-making, not searching logs or assembling fragments.Three pillars underpin this approach: direct telemetry gathering from tools like CrowdStrike and Microsoft, threat intelligence correlation, and contextual data from the customer environment. These layers combine to offer rich insights, fast. And importantly, the AI doesn't operate in a black box. Hillard stresses explainability and auditability—every recommendation must be traceable back to concrete evidence, not just LLM-generated summaries.He also touches on the eight assessment areas his team uses to evaluate AI readiness and safety: from autonomy and guardrails to data privacy, effectiveness metrics, and adversarial resilience. The point isn't to convince customers with buzzwords, but to earn trust by demonstrating measurable results and opening the door to real conversations.By encoding the investigative playbooks of seasoned analysts and executing them dynamically, agentic AI at eSentire isn't replacing humans—it's empowering them to respond faster and more accurately. That's the difference between checking a marketing box and actually making a difference when every second counts.Guest: Dustin Hillard | CTO, eSentire | https://www.linkedin.com/in/dustinhillard/RESOURCESSorry We're So Good: An Open Letter: https://itspm.ag/esentire-sorry4ekVisit the eSentire Website to learn more: https://itspm.ag/esentire-594149Learn more and catch more stories from eSentire on ITSPmagazine: https://www.itspmagazine.com/directory/esentireLearn more about ITSPmagazine Brand Story Podcasts: https://www.itspmagazine.com/purchase-programsNewsletter Archive: https://www.linkedin.com/newsletters/tune-into-the-latest-podcasts-7109347022809309184/Business Newsletter Signup: https://www.itspmagazine.com/itspmagazine-business-updates-sign-upAre you interested in telling your story?https://www.itspmagazine.com/telling-your-story______________________Keywords: dustin hillard, sean martin, marco ciappelli, cybersecurity, ai, machine learning, automation, investigation, containment, transparency, brand story, brand marketing, marketing podcast, brand story podcast
SHOW NOTESGuest: Andrew AmannWebsite: ninetwothree.coLinkedIn: Andrew AmannX/Twitter: @andrewamannKey topics:Andrew's pivot from mechanical engineering to AI and software development Early experiments with digital transformation, including VBA-coded automations Founding 923 Studio and delivering 150+ innovative AI and ML products Ideal clients: established brands with innovation labs and funded startups How Andrew and his team win business through SEO, conferences, and LinkedIn outreach Stabilization and growth goals for 923 Studio in 2025 How AI can be implemented in enterprise businesses, starting with a knowledge base Balancing business growth with a holistic lifestyle for employees Andrew's best advice: become an apprentice, learn from both good and bad bosses The 923 Studio name: inspired by their early days working 9 PM to 3 AM Tips for building AI solutions that truly solve real-world problems Key Questions(01:19) Can you tell us a bit about how you ended up where you are today?(03:15) Who would be your ideal client these days?(04:03) How do you get in front of these people?(04:35) Do you have repeat customers?(05:55) What are some big goals that you'd like to achieve in the next year?(06:45) Do you use AI within your business?(08:07) So your goals that you have, how would that affect your business?(08:55) What do you feel is the number one roadblock from you guys getting there?.(09:20) Can you talk a little bit about successful AI transformation in enterprise companies?(11:33) Do you have any tips or anything about how to build AI solutions that will solve our real problems like you were talking about?(12:55) How about running a holistic agency that uses profit to enhance the lifestyle of all employees?(13:49) What is the best piece of advice that you've ever received?(15:13) How did you come up with the business name?(15:54) What's the best advice you have ever given?(17:54) Is there anything else that you would like to touch on?(18:02) Where can we go to learn more about you and what you're doing?Andrew Amannwww.ninetwothree.coAndrew Amann | LinkedInx.com/andrewamannVirginia PurnellFunnel & Visibility SpecialistDistinct Digital Marketing(833) 762-5336virginia@distinctdigitalmarketing.comwww.distinctdigitalmarketing.comwww.distinctdigitalmarketing.co
Is it true that founders should still own 50% of a company after a Series A fundraising round? Is 10% ownership at IPO a win or a loss? This episode delves into the topic of dilution, breaking down how much of your company you should sell at each stage, how to approach employee and advisor equity, and what employees should know about equity before taking a job. To answer these questions is Peter Walker, Head of Insights at Carta, and someone with a strong read on where the private tech market is headed. He and CJ also discuss when the best time to join a startup is and which cities outside of New York and San Francisco are desirable for people in this space. Peter shares insight into the state of the markets in 2025: What is happening with bridge rounds and down rounds, the odds of making it from seed to Series A, and the most telling statistic: AI funding.—LINKS:Peter Walker on LinkedIn: https://www.linkedin.com/in/peterjameswalker/Carta: https://carta.com/Carta's Founder Ownership Report 2025: https://carta.com/data/founder-ownership/Carta's published data reports: carta.com/dataCJ on X (@cjgustafson222): https://x.com/cjgustafson222Mostly metrics: http://mostlymetrics.com—TIMESTAMPS:(00:00) Preview and Intro(02:33) Sponsor – Pulley | Tropic | NetSuite(07:17) Head of Insights at Carta(09:32) The Users of Carta(12:20) Multiplayer Finance and Serving Both Sides(16:24) Sponsor – Planful | Tabs | Rippling Spend(20:15) Dilution: How Much Ownership You Should Give Up at Each Stage(23:02) What SAFEs Are(24:31) The Median Amount of Ownership for a Founding Team After the Series A(26:21) Should You Still Own 50% of the Company After Series A(27:18) Is 10% Ownership for a Founder at IPO Normal?(30:41) The Other Form of Dilution: Employee Equity Grants(34:25) What Employees Should Know About Equity Before Taking a Job(37:51) Why Equity Is Not Money(38:54) ISOs Versus RSUs(40:43) The Best and Worst Risk-Adjusted Time To Join a Startup(44:48) Remuneration by Location in Private Tech(47:39) Equity Comp by Location(48:43) Advisor Equity by Stage(51:28) Bridge Rounds Versus Down Rounds in the Last 6–12 Months(55:36) Survival Rates From Seed to Series A to Series B(57:36) The Best Time of Year To Fundraise(59:05) The Typical Age of a Startup When It's Acquired or It Exits(01:03:19) The State of the Market in 2025: AI Funding(01:06:18) Wrap—SPONSORS:Pulley is the cap table management platform built for CFOs and finance leaders who need reliable, audit-ready data and intuitive workflows, without the hidden fees or unreliable support. Switch in as little as 5 days and get 25% off your first year: pulley.com/mostlymetrics.Tropic is an intelligent spend management solution that consolidates your spend data and processes into one unified offering, enabling insights and decisive action. Take control of your spend with intelligent spend management at tropicapp.io/mostlymetrics.NetSuite is an AI-powered business management suite, encompassing ERP/Financials, CRM, and ecommerce for more than 41,000 customers. If you're looking for an ERP, head to https://netsuite.com/metrics and get the CFO's Guide to AI and Machine Learning.Planful's financial planning software can transform your FP&A function. Built for speed, accuracy, and confidence, you'll be planning your way to success and have time left over to actually put it to work. Find out more at www.planful.com/metrics.Tabs is a platform that brings all of your revenue-facing data and workflows - billing, AR, payments, rev rec, and reporting - onto a single system so you can automate and be more flexible. Find out more at: tabs.inc/metrics.Rippling Spend is a spend management software that gives you complete visibility and automated policy controls across every type of spend, saving you time and money. Get a demo to see how much time your org would save at rippling.com/metrics.#dilution #equity #stateofthemarket #privatetech #carta Get full access to Mostly metrics at www.mostlymetrics.com/subscribe
Don't miss Ben Shapiro's powerful speech at CPAC Hungary 2025, where he lays out why Western civilization is under threat and why we must fight to preserve it. Speaking in Budapest, he emphasizes that we must protect traditional values, national sovereignty, and cultural identity. Click here to join the member-exclusive portion of my show: https://bit.ly/3WDjgHE - - - Facts Don't Care About Your Feelings - - - DailyWire+: This is your last chance for the DailyWire+ Memorial Day Sale! Get 40% off an Annual Membership with code DW40. Don't miss the all-new Ben After Dark—tonight at 7:30 PM ET, only on DailyWire+. Get your Ben Shapiro merch here: https://bit.ly/3TAu2cw - - - Today's Sponsors: PureTalk - Switch to PureTalk and start saving today! Visit https://PureTalk.com/SHAPIRO Stamps.com - Sign up at https://stamps.com promo code SHAPIRO for a special offer that includes a 4-week trial, plus free postage, and a free digital scale. No long-term commitments or contracts. NetSuite - Download the CFO's Guide to AI and Machine Learning for free at https://NetSuite.com/SHAPIRO- - - Socials: Follow on Twitter: https://bit.ly/3cXUn53 Follow on Instagram: https://bit.ly/3QtuibJ Follow on Facebook: https://bit.ly/3TTirqd Subscribe on YouTube: https://bit.ly/3RPyBiB - - - Privacy Policy: https://www.dailywire.com/privacy
Auto encoders are neural networks that compress data into a smaller "code," enabling dimensionality reduction, data cleaning, and lossy compression by reconstructing original inputs from this code. Advanced auto encoder types, such as denoising, sparse, and variational auto encoders, extend these concepts for applications in generative modeling, interpretability, and synthetic data generation. Links Notes and resources at ocdevel.com/mlg/36 Try a walking desk - stay healthy & sharp while you learn & code Build the future of multi-agent software with AGNTCY. Thanks to T.J. Wilder from intrep.io for recording this episode! Fundamentals of Autoencoders Autoencoders are neural networks designed to reconstruct their input data by passing data through a compressed intermediate representation called a “code.” The architecture typically follows an hourglass shape: a wide input and output separated by a narrower bottleneck layer that enforces information compression. The encoder compresses input data into the code, while the decoder reconstructs the original input from this code. Comparison with Supervised Learning Unlike traditional supervised learning, where the output differs from the input (e.g., image classification), autoencoders use the same vector for both input and output. Use Cases: Dimensionality Reduction and Representation Autoencoders perform dimensionality reduction by learning compressed forms of high-dimensional data, making it easier to visualize and process data with many features. The compressed code can be used for clustering, visualization in 2D or 3D graphs, and input into subsequent machine learning models, saving computational resources and improving scalability. Feature Learning and Embeddings Autoencoders enable feature learning by extracting abstract representations from the input data, similar in concept to learned embeddings in large language models (LLMs). While effective for many data types, autoencoder-based encodings are less suited for variable-length text compared to LLM embeddings. Data Search, Clustering, and Compression By reducing dimensionality, autoencoders facilitate vector searches, efficient clustering, and similarity retrieval. The compressed codes enable lossy compression analogous to audio codecs like MP3, with the difference that autoencoders lack domain-specific optimizations for preserving perceptually important data. Reconstruction Fidelity and Loss Types Loss functions in autoencoders are defined to compare reconstructed outputs to original inputs, often using different loss types depending on input variable types (e.g., Boolean vs. continuous). Compression via autoencoders is typically lossy, meaning some information from the input is lost during reconstruction, and the areas of information lost may not be easily controlled. Outlier Detection and Noise Reduction Since reconstruction errors tend to move data toward the mean, autoencoders can be used to reduce noise and identify data outliers. Large reconstruction errors can signal atypical or outlier samples in the dataset. Denoising Autoencoders Denoising autoencoders are trained to reconstruct clean data from noisy inputs, making them valuable for applications in image and audio de-noising as well as signal smoothing. Iterative denoising as a principle forms the basis for diffusion models, where repeated application of a denoising autoencoder can gradually turn random noise into structured output. Data Imputation Autoencoders can aid in data imputation by filling in missing values: training on complete records and reconstructing missing entries for incomplete records using learned code representations. This approach leverages the model's propensity to output ‘plausible' values learned from overall data structure. Cryptographic Analogy The separation of encoding and decoding can draw parallels to encryption and decryption, though autoencoders are not intended or suitable for secure communication due to their inherent lossiness. Advanced Architectures: Sparse and Overcomplete Autoencoders Sparse autoencoders use constraints to encourage code representations with only a few active values, increasing interpretability and explainability. Overcomplete autoencoders have a code size larger than the input, often in applications that require extraction of distinct, interpretable features from complex model states. Interpretability and Research Example Research such as Anthropic's “Towards Monosemanticity” applies sparse autoencoders to the internal activations of language models to identify interpretable features correlated with concrete linguistic or semantic concepts. These models can be used to monitor and potentially control model behaviors (e.g., detecting specific language usage or enforcing safety constraints) by manipulating feature activations. Variational Autoencoders (VAEs) VAEs extend autoencoder architecture by encoding inputs as distributions (means and standard deviations) instead of point values, enforcing a continuous, normalized code space. Decoding from sampled points within this space enables synthetic data generation, as any point near the center of the code space corresponds to plausible data according to the model. VAEs for Synthetic Data and Rare Event Amplification VAEs are powerful in domains with sparse data or rare events (e.g., healthcare), allowing generation of synthetic samples representing underrepresented cases. They can increase model performance by augmenting datasets without requiring changes to existing model pipelines. Conditional Generative Techniques Conditional autoencoders extend VAEs by allowing controlled generation based on specified conditions (e.g., generating a house with a pool), through additional decoder inputs and conditional loss terms. Practical Considerations and Limitations Training autoencoders and their variants requires computational resources, and their stochastic training can produce differing code representations across runs. Lossy reconstruction, lack of domain-specific optimizations, and limited code interpretability restrict some use cases, particularly where exact data preservation or meaningful decompositions are required.
Scott Marr, franchising titan and Founding Principal of Franchise Altitude, has built nationally recognized brands and helps entrepreneurs scale theirs with proven strategies, industry insight, and access to growth capital. Top 3 Value Bombs 1. Success isn't about doing more - it's about doing fewer things better through ruthless prioritization. 2. A bestselling book title or status is leverage, not a financial strategy - look beyond sales to build real impact. 3. The path to financial independence starts with high-ticket value, lean business models, and reinvesting profits for long-term freedom. Visit the website for free resources and next steps - Franchise Altitude Sponsors ThriveTime Show - Become the next success story, schedule a free consultation and request tickets to join Football Star, Tim Tebow & President Trump's Son, Eric Trump at Clay Clark's next business conference today at: ThrivetimeShow.com/eofire. NetSuite - Over 41,000 businesses have future-proofed their business with NetSuite, by Oracle - THE number one cloud E.R.P. Download the CFO's Guide to AI and Machine Learning for free at NetSuite.com/fire.
What if the key to better leadership, connection, and confidence came down to how you ASK questions? In this episode, I sit down with legendary interviewer and storytelling icon Cal Fussman. He's spent decades in conversations with the world's most influential people, including Muhammad Ali and Jeff Bezos. We talk about the power of curiosity, why asking great questions builds certainty, and how to navigate your life and business through deep listening. Cal also shares the life-changing lessons he's learned from sitting down with the best and how you can use them to lead with purpose and impact. Get ready to rethink how you show up, how you connect, and how you lead! In This Episode, You Will Learn 00:00 How to repackage your VALUE with confidence. 07:30 How to write emails that convert. 13:30 The mindset Cal used to connect with global icons. 22:45 What is the fastest way to monetize trust into revenue? 26:45 How to lead pricing conversations without fear or guilt. 35:30 Why your lowest-paying clients often demand the most. 42:30 Why giving fewer options creates more action and better sales. 50:00 The pitch strategy that gets decision-makers to say YES. Resources + Links Listen to Cal's podcast Big Questions Sign up for a one-dollar-per-month trial period at shopify.com/monahan Download the CFO's Guide to AI and Machine Learning at NetSuite.com/MONAHAN. Want to do more and spend less like Uber, 8x8, and Databricks Mosaic? Take a free test drive of OCI at oracle.com/MONAHAN. Get 10% off your first Mitopure order at timeline.com/CONFIDENCE. Get 15% off your first order when you use code CONFIDENCE15 at checkout at jennikayne.com. Call my digital clone at 201-897-2553! Visit heathermonahan.com Sign up for my mailing list: heathermonahan.com/mailing-list/ Overcome Your Villains is Available NOW! Order here: https://overcomeyourvillains.com If you haven't yet, get my first book Confidence Creator Follow Heather on Instagram & LinkedIn Cal on Twitter & Instagram
Thomas Dohmke, CEO of GitHub, joins Azeem to explore how AI is fundamentally transforming software development. In this episode you'll hear: (01:50) What's left for developers in the age of AI? (04:54) How GitHub Copilot unlocks flow state (07:09) Three big shifts in how engineers work today (10:47) Is software development art or assembly line? (15:26) Why developers are climbing the abstraction ladder (19:35) Have we already lost control of the code? (23:15) What it's actually like to work with AI coding agents (39:35) Welcome to the age of ultra-personalized software(45:37) Building the next-generation web Thomas's links:GitHub: https://github.com/LinkedIn: https://www.linkedin.com/in/ashtom/Twitter/X: https://x.com/ashtomAzeem's links:Substack: https://www.exponentialview.co/Website: https://www.azeemazhar.com/LinkedIn: https://www.linkedin.com/in/azharTwitter/X: https://x.com/azeemOur new show This was originally recorded for "Friday with Azeem Azhar", a new show that takes place every Friday at 9am PT and 12pm ET. You can tune in through Exponential View on Substack. Produced by supermix.io and EPIIPLUS1 Ltd
What if your leadership style could become your greatest legacy? In this episode, I sit down with leadership expert and keynote speaker Jim Knight to talk about what it really takes to build culture, develop rockstar teams, and lead with passion. Jim shares how he went from Gatorland and Olive Garden to training at Hard Rock Café and speaking on stages around the world. I also talk about what it looked like to show up on stage while navigating one of the hardest moments of my life, how I managed to cancel high-profile meetings, honor my son's grief, and still deliver a high-stakes keynote that same week. Plus, I also answer your DMs about fast business pivots, launching with confidence, and MORE. In This Episode, You Will Learn 00:00 How I supported my son through his first experience with grief. 08:00 The BTS of delivering a keynote while managing emotional pain. 15:30 How did you start in the service industry? 25:30 Why “edutainment” is the future of speaking. 33:00 Jim's 4 core leadership principles you can implement today. 41:30 What to do if you're working with a toxic CEO. 47:00 Advice for anyone who lost their job during COVID. 51:00 How to reinvent your business fast. 59:00 What happens when you bet on yourself? Resources + Links Sign up for a one-dollar-per-month trial period at shopify.com/monahan Download the CFO's Guide to AI and Machine Learning at NetSuite.com/MONAHAN. Want to do more and spend less like Uber, 8x8, and Databricks Mosaic? Take a free test drive of OCI at oracle.com/MONAHAN. Get 10% off your first Mitopure order at timeline.com/CONFIDENCE. Get 15% off your first order when you use code CONFIDENCE15 at checkout at jennikayne.com. Call my digital clone at 201-897-2553! Visit heathermonahan.com Sign up for my mailing list: heathermonahan.com/mailing-list/ Overcome Your Villains is Available NOW! Order here: https://overcomeyourvillains.com If you haven't yet, get my first book Confidence Creator Follow Heather on Instagram & LinkedIn Jim on Instagram
Kevin Donahue is the founder of Stealth Family a company that protects the entrepreneurs, executives and their families from becoming victims of the tsunami of cyber crime. Top 3 Value Bombs 1) Book the ticket and the rest will work itself out. 2) The first step is to get educated because the most vulnerable victim is the one who is uneducated. 3) Good cyber hygiene starts at home. You have a responsibility to protect your family, organization, employees and customers personal data. Protect Your Vulnerable Loved Ones from Cyber Criminals Today. Discover the Secrets to Keeping Your Family Safe from the Digital Dark Side with Scott Augenbaum and Kevin Donahue - Stealth Family Sponsors The Speaker Lab - Want to learn how to get booked and paid to speak. Go to EOFire.com/speaker to grab your spot for our LIVE training on May 28th, and learn how to get booked and paid to speak. NetSuite - Over 41,000 businesses have future-proofed their business with NetSuite, by Oracle - THE number one cloud E.R.P. Download the CFO's Guide to AI and Machine Learning for free at NetSuite.com/fire.
A self-proclaimed Left-wing terrorist murders two Israelis at a Jewish event in Washington, D.C.; President Trump humiliates the South African president over his country's treatment of white citizens; and America's debt problem rears its ugly head as the Big, Beautiful Bill moves forward. Click here to join the member-exclusive portion of my show: https://bit.ly/3WDjgHE Ep.2205 - - - Facts Don't Care About Your Feelings - - - DailyWire+: This week only, don't miss the DailyWire+ Memorial Day Sale—get 40% off an Annual Membership with code DW40. Check out this sneak peek of Jordan B. Peterson's new show, Parenting, coming exclusively to DailyWire+: https://bit.ly/4moWlu0 Get your Ben Shapiro merch here: https://bit.ly/3TAu2cw - - - Today's Sponsors: Lifelock - Join now and save up to 40% your first year. Call 1 (800) LifeLock and use promo code BEN or go to https://LifeLock.com/BEN for 40% off. Terms apply. PureTalk - Switch to PureTalk and start saving today! Visit https://PureTalk.com/SHAPIRO Ramp - Get $250 when you join Ramp. Go to https://ramp.com/SHAPIRO Shopify - Sign up for your one-dollar-per-month trial and start selling today at https://shopify.com/shapiro NetSuite - Download the CFO's Guide to AI and Machine Learning for free at https://NetSuite.com/SHAPIRO - - - Socials: Follow on Twitter: https://bit.ly/3cXUn53 Follow on Instagram: https://bit.ly/3QtuibJ Follow on Facebook: https://bit.ly/3TTirqd Subscribe on YouTube: https://bit.ly/3RPyBiB - - - Privacy Policy: https://www.dailywire.com/privacy
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