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    Education

    The Future of Everything – Stanford Engineering

    Host Russ Altman, a professor of bioengineering, genetics, and medicine at Stanford, is your guide to the latest science and engineering breakthroughs. Join Russ and his guests as they explore cutting-edge advances that are shaping the future of everything from AI to health and renewable energy.
    Along the way, “The Future of Everything” delves into ethical implications to give listeners a well-rounded understanding of how new technologies and discoveries will impact society. Whether you’re a researcher, a student, or simply curious about what’s on the horizon, tune in to stay up-to-date on the latest developments that are transforming our world.

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    Latest Episodes:
    The future of language learning Feb 09, 2024
    Show notes

    Cognitive scientist Michael Frank studies differences in how children and AI learn language. There is a “data gap” between the billions of words ChatGPT has to work with and the millions of words a toddler is exposed to. But, says Frank, children learn in a rich social context that supports their learning. He’s currently conducting the “BabyView Study,” where he puts cameras on young children's heads to help him understand their learning experience, as Frank tells host Russ Altman on this episode of Stanford Engineering’s The Future of Everything podcast.

    Episode Reference Links:

    • Wordbank: An open database of children's vocabulary development
    • ManyBabies
    • The SAYCam
    • BabyView Study

    Connect With Us:

    • Episode Transcripts >>> The Future of Everything Website
    • Connect with Russ >>> Threads / Bluesky / Mastodon
    • Connect with School of Engineering >>> Twitter/X / Instagram / LinkedIn / Facebook

    Chapters:

    (00:00) Introduction

    Russ Altman, host, introduces the episode's focus on the future of language learning and guest, Michael Frank, an expert on how children acquire language

    (02:05) Child Vs AI Language Acquisition

    Child language acquisition and the comparison with AI systems like ChatGPT, the differences in language learning between humans and AI, including the vast data exposure AI systems have compared to children.

    (05:23) Data-driven Approaches

    The importance of big data in understanding language acquisition and the Wordbank database.

    (08:04) The Early Stages of Language Learning

    The universal aspects of language learning across different languages and cultures, specifically babbling and its evolution into language-specific sounds.

    (10:30) Exploring Multimodal Language Learning

    Introduction to the SAYcam project, and the BabyView study both using camera footage from children to gather multimodal information.

    (13:12) Social Learning and Language Acquisition

    Insights into how social interactions and grounded contexts facilitate children's language learning. Exploration of active learning strategies in children.

    (18:22) The ManyBabies Project

    A Global research consortium to understand child development across cultures, their first study documented infants' global preference for infant-directed speech. Michael outlines the funding challenges

    (21:28) Understanding Pragmatics and AI Common Sense

    Explanation of pragmatics in language acquisition and its importance in social cognition and inference making. The connection between pragmatic language skills in children and the challenge of instilling common sense in AI systems.

    (24:21) The Role of Reading in Language Learning

    The benefits of reading to children for language development while still recognizing diverse learning paths and early auditory learning.

    (27:54) Multilingualism and Early Learning Flexibility

    The natural ease of learning multiple languages in childhood and when and why the flexibility in language learning begins to decline.

    (30:35) Conclusion

    Connect With Us:

    Episode Transcripts >>> The Future of Everything Website

    Connect with Russ >>> Threads / Bluesky / Mastodon

    Connect with School of Engineering >>>Twitter/X / Instagram / LinkedIn / Facebook


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.


    Best of: Computational modeling can help us understand Alzheimer’s disease Feb 02, 2024
    Show notes

    We’re re-running an important episode on Alzheimer’s disease — a topic that touches many people. We still don’t have a complete understanding of the disease and that makes it hard to design effective therapies. In 2022, Russ Altman sat down with mechanical engineer Ellen Kuhl who offered a glimpse into the way she’s using computational modeling to help improve our understanding of Alzheimer’s disease.

    Connect With Us:

    • Episode Transcripts >>> The Future of Everything Website
    • Connect with Russ >>> Threads / Bluesky / Mastodon
    • Connect with School of Engineering >>> Twitter/X / Instagram / LinkedIn / Facebook

    Chapters:

    (00:00:00) Introduction
    Russ introduces the episode on Alzheimer's disease, highlighting its global impact, challenges treating it, and Dr. Ellen Kuhl’s research on it.

    (00:02:08) The Approach and Research Methods
    Ellen Kuhl discusses her lab's interdisciplinary approach, and method of using existing data to create dynamic models to study the brain's lifecycle and degeneration in Alzheimer's disease.

    (00:03:46) Key Features of Alzheimer's Disease and Detection
    Biomarkers of Alzheimer's, their role in brain cell death and cognitive decline, and the possibilities for early detection methods of these protein issues.

    (00:07:20) How Computational Models Function
    How the models integrate various data points and physics principles to comprehensively understand Alzheimer's progression.

    (00:08:43) Spread of the Disease
    Exploring the mechanisms of how Alzheimer's spreads from cell to cell in the brain, and the progression through the lobes of the brain, regardless of the cause genetic or trauma induced.

    (00:12:33) Interdisciplinary Collaboration
    The challenges and benefits of working as a mechanical engineer in Alzheimer's research and the opportunities of a multidisciplinary approach.

    (00:14:33) Alzheimer's Drug Development
    Modeling a controversial Alzheimer's drug, its potential impact, and the importance of early diagnosis for effective treatment.

    (00:16:04) Transition to COVID Research and Modeling
    How the Alzheimer's model was rapidly adapated to study the spread of COVID-19, drawing parallels between brain regions and city networks.

    (00:18:38) Covid Modeling Learnings and Applications
    How their COVID models highlighted the importance of asymptomatic transmission and helped governments with reopening strategies.

    (00:20:24) Responsible Model Application
    The rampant and at times irresponsible use of models during the pandemic, and metrics for measuring credibility of models

    (00:23:59) COVID Data Sharing
    The positive legacy of COVID-19, focusing on the accelerated progress facilitated by open and transparent data sharing.

    (00:24:53) Model Interpretability and Closing
    Insights into the importance of model interpretability and the value of reducing complexity to enhance understanding.

    Connect With Us:

    Episode Transcripts >>> The Future of Everything Website

    Connect with Russ >>> Threads / Bluesky / Mastodon

    Connect with School of Engineering >>>Twitter/X / Instagram / LinkedIn / Facebook


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.


    The future of immigration Jan 26, 2024
    Show notes

    Ran Abramitzky studies the economic history of immigration by tapping into now-public government records and using AI to chart changing attitudes on immigration captured in written documents and official speeches. What’s revealed is a remarkable story that often diverges from conventional wisdom. Not all streets were paved with gold, Abramitzky tells host Russ Altman, himself a descendant of immigrants, on this episode of Stanford Engineering’s The Future of Everything podcast.

    Connect With Us:

    • Episode Transcripts >>> The Future of Everything Website
    • Connect with Russ >>> Threads / Bluesky / Mastodon
    • Connect with School of Engineering >>> Twitter/X / Instagram / LinkedIn / Facebook

    Chapters:

    (00:00:00) Introduction
    Host Russ Altman introduces the episode's focus on immigration myths, and the data story behind them with economist Ran Abramitzky.

    (00:01:56) The Methods & Data used
    Ran explains his approach to researching immigration using quantitative methods, data sets, and text analysis.

    (00:03:39) Who is an Immigrant?
    A conversation on the scope of the term 'immigrant' and the focus on voluntary immigration in this work

    (00:05:01) Personal Anecdotes and Immigrant Experiences
    Russ & Ran discuss the truth behind opportunities presented through immigration, illustrated by Russ’s family experience.

    (00:07:11) The Rags to Riches Myth
    Debunking this story, looking at the economic status of immigrants on arrival and the generational improvements, often driven by taking jobs beneath their skill levels.

    (00:09:17) Cultural Assimilation
    Examining the cultural assimilation of immigrants, including marriage patterns, naming children, and citizenship.

    (00:10:53) Current Relevance of Historical Immigration Patterns
    The consistency of historical immigration trends across nationalities and generation, despite policy changes regarding borders

    (00:13:09) Crime Myths
    Exploration of resistance to immigration, debunking of myths linking immigrants to increased crime rates, incarceration data

    (00:15:39) Historical and Contemporary Polarization
    Examining how political rhetoric and attitudes towards immigrants have evolved over the last 150 years, focusing on polarization.

    (00:18:00) Immigrant Beliefs on Immigration
    Discussion on how immigrants' attitudes towards immigration change after settling in the U.S.

    (00:20:34) Refugees & Ellis Island Interviews
    Interviews with immigrants from Ellis Island provide insights into the experiences of refugees versus economic immigrants and the convergence of immigrant paths by the second or third generation.

    (00:24:36) Impact of Research on Government Policy
    The influence, or lack, of immigration research on government policy and public perception. Abramitzky shares the importance of a long-term view of immigration success.

    (00:27:15) Conclusion

    Connect With Us:

    Episode Transcripts >>> The Future of Everything Website

    Connect with Russ >>> Threads / Bluesky / Mastodon

    Connect with School of Engineering >>>Twitter/X / Instagram / LinkedIn / Facebook


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.


    Best of: The future of art Jan 19, 2024
    Show notes

    We’re re-releasing a wonderful episode about the positive impact art has on individual and societal health. Guest Deborah Cullinan, vice president for the arts at Stanford, shares how including just 10-20 minutes of art in your day — whether through drawing or dancing to your favorite song — can contribute to improved health. Her insights remind us, and hopefully will remind you as well, that art plays a valuable role in both individual and societal well being.

    Connect With Us:

    • Episode Transcripts >>> The Future of Everything Website
    • Connect with Russ >>> Threads / Bluesky / Mastodon
    • Connect with School of Engineering >>> Twitter/X / Instagram / LinkedIn / Facebook

    Chapters:

    (00:00:00) Introduction

    (00:02:04) The Power & Appreciation of Art

    Discussion on the societal shift and increased appreciation and demand for art activities.

    (00:05:30) Expansive Definition of Art

    Discussion on potential pushback and challenges in defining art boundaries.

    (00:07:55) Art and Health

    The intersection of art and health, emphasizing its significance and the book “Your Brain on Art” and some of the neuroscience based benefits.

    (00:11:33) Art in Healthcare

    Highlighting some of the programs integrating art and healthcare at Stanford including, Stanford Medicine's program "Medicine in the Muse" art programs for healthcare providers, and supporting mental health services for students.

    (00:13:30) Micro Art Moments

    The potential benefits of small doses of art and demand for art programs

    (00:15:19) Fluidity in Creating and Consuming Art

    The symbiotic relationship between creators and consumers of art and the way creating makes you appreciate art more.

    (00:18:04) Technology and the Arts

    (00:22:44) Exciting Art Collaborations at Stanford

    (00:25:53) The Importances of Art Spaces as safe spaces and community hubs

    (00:28:27) Conclusion

    Connect With Us:

    Episode Transcripts >>> The Future of Everything Website

    Connect with Russ >>> Threads / Bluesky / Mastodon

    Connect with School of Engineering >>>Twitter/X / Instagram / LinkedIn / Facebook


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.


    The future of digital health Jan 12, 2024
    Show notes

    As the pandemic made a doctor visit as easy as a Zoom call and computer vision proved able to distinguish a benign blemish from something more worrisome, guest Eleni Linos, MD, DrPH, grew fascinated with the many ways digital technologies will impact all of medicine, not just her specialty, dermatology. She now believes the future of digital health is the future of health, period. But much work remains to ensure those benefits extend to every sector of society. Linos previews the future of digital health for host and fellow physician Russ Altman on this episode of Stanford Engineering’s The Future of Everything podcast.

    Connect With Us:

    • Episode Transcripts >>> The Future of Everything Website
    • Connect with Russ >>> Threads / Bluesky / Mastodon
    • Connect with School of Engineering >>> Twitter/X / Instagram / LinkedIn / Facebook

    Chapters:

    (00:00) Introduction

    Russ Altman introduces Professor Eleni Linos and they discuss a future where digital health encompasses all aspects of healthcare and how we have moved towards that.

    (02:10) Defining Digital Health

    The challenge of defining digital health and envisioning a future where it integrates seamlessly into healthcare without differentiation.

    (03:33) Dermatology and Digital Health

    Eleni explains her interest in digital tools for dermatology, how they have been applied in dermatology and why they are useful.

    (06:41) Challenges in Examining Diverse Skin Types

    Addressing challenges in dermatological exams for patients with diverse skin tones and backgrounds.

    (09:05) Impact on Patients and Health Disparities

    Assessing patient reactions & benefits to remote interactions and studying health disparities concerning age, ethnicity, and technology literacy.

    (10:56) LLMs, Digital Health, & Bias

    How large language models (LLMs) like ChatGPT are used in digital health, and their biases, and the need for and how Dr. Linos is working to reduce these.

    (15:24) Empathy and AI

    Dr. Linos tells a personal story about empathy demonstrated by Chat GPT, and reflects on the potential of AI to enhance patient interactions and care.

    (18:47) Social Media in Public Health

    Insights into leveraging social media for public health campaigns, the strategies used to influence behavioral changes in specific demographics, and how it was employed during COVID

    (24:33) Challenges in Digital Medicine Education

    Exploring the challenges & opportunities in preparing future clinicians for a digital medicine-infused future.

    (28:20) Stanford Center for Digital Health

    The vision and purpose of the Center for Digital Health at Stanford, emphasizing the collaboration between academia, tech companies, and a global perspective to tackle future health challenges.

    Connect With Us:

    Episode Transcripts >>> The Future of Everything Website

    Connect with Russ >>> Threads / Bluesky / Mastodon

    Connect with School of Engineering >>>Twitter/X / Instagram / LinkedIn / Facebook


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.


    Best of: New life for old muscles Jan 05, 2024
    Show notes

    To kick off 2024, we’re bringing you an episode that’s been one of our most popular. The timing is just right as many of us are headed into the new year thinking about how to live better. In this episode, Professor Helen Blau, a stem cell biologist, tells us all about how she’s recruiting stem cells to regenerate youthful muscle in older people. We’re thrilled to bring this episode out of the archives for another listen and renewed hope about possibilities ahead in the world of health. Happy New Year from Russ and the team here at The Future of Everything.

    Connect With Us:

    • Episode Transcripts >>> The Future of Everything Website
    • Connect with Russ >>> Threads / Bluesky / Mastodon
    • Connect with School of Engineering >>> Twitter/X / Instagram / LinkedIn / Facebook

    Chapters:

    (00:00:00) Introduction & Importance of Muscles in Aging
    Host Russ Altman introduces the episode, the ways that muscles weakening with age affects us, and how guest, Professor Helen Blau’s work with stem cells is addressing this.

    (00:02:03) Regenerative Medicine & Stem Cells

    The goals of regenerative medicine in enhancing the quality of life as people age. Overview of different types of stem cells and their potential.

    (00:04:28) Focus on Muscle: Sarcopenia and Aging

    Emphasizing the desire to age well, and the centrality of muscles in daily activities and how they atrophy with age.

    (00:07:44) Approaches to Combating Muscle Aging

    Lack of available drugs addressing muscle wasting and potential research directions. Targeting stem cells and mature muscle fibers for rejuvenation.

    (00:09:09) Lab Discoveries and Challenges

    Dr. Blau's lab experiments to identify and maintain functional stem cells, the breakthrough in bioengineering microenvironments & it’s impact.

    (00:12:41) Stem Cell Rejuvenation

    Insights into rejuvenating stem cell functions through cell therapy that lead to.

    (00:14:37) Inflammatory Pathways and Stem Cell Response

    Dr Blau explains the importance of the wave of inflammation for stem cells, and the discoveries this lead to.

    (00:17:55) Broad-Scale Muscle Rejuvenation

    Exploring systemic alterations targeting inflammation pathways for global muscle regeneration. Identification of PGE-2 degrading enzyme and results of limiting this enzyme.

    (00:21:33) Human Trials, Challenges & Drug Development

    Discussion on the prospects of translating findings to human treatments and developing an oral drug

    (00:24:42) Timeline and Clinical Trials

    Anticipated timelines for the drug's availability for human trials and potential applications.

    Connect With Us:

    Episode Transcripts >>> The Future of Everything Website

    Connect with Russ >>> Threads / Bluesky / Mastodon

    Connect with School of Engineering >>>Twitter/X / Instagram / LinkedIn / Facebook


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.


    Russ's Holiday Episode Playlist Dec 20, 2023
    Show notes

    Russ's curated playlist of six episodes from our archive to accompany you through the holiday season & into the new year.

    Curated Episode Links:

    • Is it time to rethink philanthropy? (Robert Reich) --> YouTube or Episode Page
    • The future of the gut microbiome (KC Huang) --> YouTube or Episode Page
    • How 3D printing is changing medicine (Joseph DeSimone) --> YouTube or Episode Page
    • The future of computational linguistics (Chris Manning) --> YouTube or Episode Page
    • Why physical books will always be with us (Elaine Treharne) --> YouTube or Episode Page
    • A mobile app can be the gateway for helping communities improve their health and well-being (Abby King) --> YouTube or Episode Page

    Connect With Us:

    • Episode Transcripts >>> The Future of Everything Website
    • Connect with Russ >>> Threads / Bluesky / Mastodon
    • Connect with School of Engineering >>> Twitter/X / Instagram / LinkedIn / Facebook

    Connect With Us:

    Episode Transcripts >>> The Future of Everything Website

    Connect with Russ >>> Threads / Bluesky / Mastodon

    Connect with School of Engineering >>>Twitter/X / Instagram / LinkedIn / Facebook


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.


    Best of: Making sense of the gut biome Dec 15, 2023
    Show notes

    Professor Michael Fischbach, tells us that the “gut biome” – that is, the complex community of bacteria that lives in our gastrointestinal tract – is what makes digesting and extracting nutrients from those meals possible. We hope you’ll tune in.

    Connect With Us:

    • Episode Transcripts >>> The Future of Everything Website
    • Connect with Russ >>> Threads / Bluesky / Mastodon
    • Connect with School of Engineering >>> Twitter/X / Instagram / LinkedIn / Facebook

    Chapters:

    (00:00:00) Introduction to Microbiome: A Primer

    Host Russ Altman introduces the episode and its focus on the gut biome with guest Professor Michael Fischbach. Russ discusses the importance of bacteria & the influence of diet on maintaining a healthy microbiome, specifically yogurt

    (00:04:08) The Role of Bacteria

    An explanation of how bacteria are utilized by our body for digestion

    (00:06:16) Antibiotics and Gut Microbiome Disruption

    The repercussions of antibiotic use on the gut microbiome's composition and its effects on digestion.

    (00:07:14) Bacterial Chemicals in the Body

    A detailed explanation of how bacteria create chemicals that enter the bloodstream & example of one of these chemicals, of TMAO (trimethylamine N oxide) and its connection to heart disease risk.

    (00:09:48) Vegans and TMAO

    Insight into a study involving vegans and their lack of TMAO production due to the absence of specific gut bacteria & its implications.

    (00:12:31) Bacteria's Use of Chemicals for Survival

    Dr. Fischbach explains how bacteria utilize chemicals in food due to the absence of oxygen in the gut. The concept of electrons and their role in bacterial survival.

    (00:14:17) Microbial Communities

    Discussion on manipulating microbial communities and the challenges associated with making precise changes.

    (00:15:22) Fecal Transplants and Community Dynamics

    Insight into the success of fecal transplants in treating gut infections. Understanding the dynamics of microbial communities and their role in combating infections.

    (00:18:30) Building Complex Microbial Communities

    Exploring efforts to construct diverse communities and the stability of ecosystems. Early observations on the interactions between various bacterial species in complex communities

    (00:21:16) Precision Fecal Transplants

    Discussion on the limitations of fecal transplants and the need and potential for precision in microbial composition for treating diseases.

    (00:22:29) Microbiome Diagnostics for Disease Detection

    The potential of microbiome analysis as a diagnostic tool for diseases like Crohn's, based on differences in gut community rosters. The debate around whether changes in the microbiome precede or result from diseases, as well as genetic & environmental factors.

    (00:25:39) Fermented Foods and Microbiome Impact

    Discussion on the potential health benefits of fermented foods and predictions about future interventions involving bacteria

    (00:26:29) Microbiome and Aging Effects

    Early research on the impact of aging on the microbiome and the potential for programmed microbiome composition at different life stages.

    Connect With Us:

    Episode Transcripts >>> The Future of Everything Website

    Connect with Russ >>> Threads / Bluesky / Mastodon

    Connect with School of Engineering >>>Twitter/X / Instagram / LinkedIn / Facebook


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.


    Best of: What can the DNA in your blood reveal about your health? Dec 08, 2023
    Show notes

    Professor Stephen Quake's research has helped countless patients avoid the pain and suffering that can come with invasive diagnostic testing. Russ and Stephen discuss his work to develop a number of noninvasive blood tests to help detect preterm births, genetic disorders like Down Syndrome, cancer, and organ transplant rejection. It’s an episode that reminds us of the power of good science. We hope you’ll take another listen and enjoy.

    Connect With Us:

    • Episode Transcripts >>> The Future of Everything Website
    • Connect with Russ >>> Threads / Bluesky / Mastodon
    • Connect with School of Engineering >>> Twitter/X / Instagram / LinkedIn / Facebook

    Chapters:

    (00:00:00) Introduction

    Host Russ Altman introduces the episode featuring Dr. Stephen Quake, highlighting his contributions to non-invasive blood tests.

    (00:00:46) Understanding DNA in Diagnostics

    Introduction to the revelation of detecting DNA in the bloodstream, shedding light on various bodily processes.

    (00:02:24) The Beginning of Dr. Quake’s work with Cell Free DNA

    Dr. Quake tells the story of his journey into research with cell free DNA beginning with searching for a less risky alternative to an amniocentesis

    (00:05:11) Impact on Prenatal Testing

    The transformation in prenatal diagnostics, replacing invasive tests & understanding the detection capabilities for prenatal genetic disorders like using cell-free DNA.

    (00:06:39) Transplant Rejection Monitoring

    The discovery of cell free DNA & it’s use in heart & lung transplant patients detecting early rejection & the real-life implications of this technology.

    (00:10:35) Unveiling Infectious Agents

    The detection of infectious agents in blood & the real life applications of this discovery

    (00:14:52) Advances in Cancer Detection

    Discussion shifts to cancer detection using cell-free DNA, emphasizing the important application of monitoring cancer progression and treatment efficacy.

    (00:17:18) Predicting Preterm Birth

    Dr. Quake delves into the groundbreaking research predicting preterm births using cell-free RNA and DNA, sharing insights into discoveries indicating preterm birth risks and gestational age predictions and the significance of this.

    (00:21:42) The Chan Zuckerberg Biohub's Mission

    The origins and bold mission of Steve Quake’s current work at the Chan Zuckerberg Biohub, to cure, treat, or prevent all human diseases by the end of the century and the feasibility of such an ambitious goal.

    (00:24:03) Biohub's Research Strategy

    Biohub's strategy focusing on cell biology and infectious diseases internally, while funding nearly a hundred faculty across diverse areas in Bay Area Universities.

    (00:26:26) Conclusion

    Connect With Us:

    Episode Transcripts >>> The Future of Everything Website

    Connect with Russ >>> Threads / Bluesky / Mastodon

    Connect with School of Engineering >>>Twitter/X / Instagram / LinkedIn / Facebook


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.


    The future of AI Chat: Foundation models and responsible innovation Dec 01, 2023
    Show notes

    Guest Percy Liang is an authority on AI who says that we are undergoing a paradigm shift in AI powered by foundation models, which are general-purpose models trained at immense scale, such as ChatGPT. In this episode of Stanford Engineering’s The Future of Everything podcast, Liang tells host Russ Altman about how foundation models are built, how to evaluate them, and the growing concerns with lack of openness and transparency.

    Connect With Us:

    • Episode Transcripts >>> The Future of Everything Website
    • Connect with Russ >>> Threads / Bluesky / Mastodon
    • Connect with School of Engineering >>> Twitter/X / Instagram / LinkedIn / Facebook

    Chapters:

    (00:00:00) Introduction
    Host Russ Altman introduces Percy Liang, who runs the Stanford Center on Foundation Models

    (00:02:26) Defining Foundation Models

    Percy Liang explains the concept of foundation models and the paradigm shift they represent.

    (00:04:22) How are Foundation Models Built & Trained?

    Explanation of the training data sources and the scale of training data: training on trillions of words. Details on the network architecture, parameters, and the objective function.

    (00:10:36) Context Length & Predictive Capabilities

    Discussion on context length and its role in predictions. Examples illustrating the influence of context length on predictive accuracy.

    (00:12:28) Understanding Hallucination

    Percy Liang explains how foundation models “hallucinate”, and the need for both truth and creative tasks which requires “lying”.

    (00:15:19) Alignment and Reinforcement in Training

    The role of alignment and reinforcement learning from human feedback in controlling model outputs.

    (00:18:14) Evaluating Foundation Models

    The shift from task-specific evaluations to comprehensive model evaluations, Introduction of HELM & the challenges in evaluation these models.

    (00:25:09) Foundation Models Transparency Index

    Percy Liang details the Foundation Models Transparency Index, the initial results and reactions by the companies evaluated by it.

    (00:29:42) Open vs. Closed AI Models: Benefits & Risks

    The spectrum between open and closed AI models , benefits and security impacts

    Connect With Us:

    Episode Transcripts >>> The Future of Everything Website

    Connect with Russ >>> Threads / Bluesky / Mastodon

    Connect with School of Engineering >>>Twitter/X / Instagram / LinkedIn / Facebook


    Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.


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