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  1. Jane Street1h 6m

    The Uncertain Art of Accelerating ML Models with Sylvain Gugger

    Sylvain Gugger, Ron Minsky, Jeremy Howard, Mark Mandelmann, Mark Mirchandani, Francesc Campoy, Gabriel Sanchez

    Former fast.ai co-author Jeremy Howard discusses his transition from mathematics education to optimizing machine learning infrastructure at Jane Street, highlighting breakthroughs in learning rate schedules and image resizing that previously secured top benchmark placements. He details the development of the Hugging Face Accelerate library, a lightweight tool designed to abstract complex hardware parallelism and eliminate boilerplate code for training across diverse GPUs and TPUs. The discussion further explores the architectural constraints of financial data, the dominance of PyTorch's iterative execution model, and Jane Street's rigorous approach to reproducibility and custom model development for high-frequency trading.

  2. Milken Institute1h 4m

    The New Climate Reality: Financing for Adaptation, Resilience, and Recovery | Global Conference 2024

    Aimée Christensen, Gillian Caldwell, Jeff Goodell, Ekhosuehi Iyahen, Stacey Swann, Amy Christensen

    Addressing the critical $3 trillion to $5 trillion annual financing gap for climate resilience, the event highlighted strategic efforts by USAID, the Insurance Development Forum, and 21 global foundations to leverage public capital in de-risking private investment. Speakers detailed innovative mechanisms such as BlackRock's new infrastructure fund, parametric insurance tools, and the IRA's Greenhouse Gas Reduction Fund to overcome pipeline challenges and the protection gap in emerging markets. The proceedings further underscored the economic viability of adaptation through evidence of a median $9 return per $1 spent while exposing contradictions in the $7 trillion in global fossil fuel subsidies and rising litigation against the sector.

  3. Milken Institute45 min

    Attracting Capital to Promote Growth: Indicators & Insights | Asia Summit 2024

    Michelle Martin, Pablo Coballasi, Jackie Surtani, Paul J. Thoppil

    A panel of global experts analyzed shifting foreign direct investment patterns in Asia, highlighting how geopolitical tensions and climate imperatives are driving multinational corporations to adopt "China-plus-one" strategies and establish regional headquarters in countries like Vietnam and India. The discussion further detailed how U.S. election prospects, potential trade tariffs, and the AI-driven energy boom are accelerating supply chain realignments toward North America and necessitating substantial climate financing commitments from institutions like the Asian Development Bank. Finally, participants identified Singapore as a replicable benchmark for investment success, emphasizing the need for developing nations to balance digital trade interoperability with workforce retraining to meet emerging environmental and technological demands.

  4. Milken Institute58 min

    On AI: Discourses on Application, Convergence, and the Future of Humanity | Asia Summit 2024

    Ella Tan, Gary Liu, Lila Ibrahim, Phoram Mehta, John Quinn, Rob Schimek, Shan Shan Wong

    Industry experts project the generative AI market to exceed $1 trillion by 2032, driven by substantial productivity gains in sectors like software development and insurance while training costs for foundational models have surged from $1,000 to nearly $200 million. Regulatory frameworks such as the European AI Act and California's proposed legislation are increasingly prioritizing risk-based accountability and dataset audits, prompting companies like Stability AI and DeepMind to adopt "safety by design" protocols to mitigate bias and misinformation. Despite these challenges, the event highlights a consensus that open-source collaboration and responsible innovation will lower entry barriers, ultimately transforming education, scientific discovery, and creative industries through personalized, human-centric applications.

  5. Milken Institute1h 2m

    The Future of Global Connectivity: Bridging Industries for a Seamless World | Asia Summit 2024

    Jason Lee, Monica Pitrelli, Nomin Chinbat, Ho Kwon Ping, Jane Sun, Adam Wilkes

    A meeting involving speakers such as Monica Patel, Melissa Patel, and Lisa Suryajan produced a transcript characterized by extensive semantic incoherence and disconnected references to medical needs, monetary figures, and geopolitical topics. Despite mentioning concepts like deep learning, decarbonization, and pandemic management, the discussion yielded no actionable strategies, verifiable data, or defined collaborative frameworks. The session concluded with standard pleasantries but established no concrete follow-up actions, deadlines, or substantive outcomes due to a total lack of prepared agenda and logical continuity.

  6. Milken Institute49 min

    Trading Spaces: Rekindling Global Economic Collaboration | Asia Summit 2024

    Maura Fogarty, Gareth Brooks, Enoh T. Ebong, Ho Ren Hua, Peter Mandelson, Jacqueline Poh

    At the Milken Institute's "Trading Spaces" event moderated by Maura Fogarty, industry leaders and policymakers analyzed the transition from peak globalization to a fragmented era driven by national security concerns and geopolitical friction. The panel highlighted declining global trade ratios and reshaping supply chains, where experts like Lord Henderson and Jack Lampolo debated the balance between protectionist industrial policies and agile strategies such as Singapore's digital supply chain hubs. Recommendations for future resilience included leveraging artificial intelligence for carbon resilience, prioritizing workforce reskilling, and establishing interdisciplinary campuses to foster collaboration among emerging economies and advanced markets.

  7. Milken Institute1h 10m

    Strengthening Democracy in the 21st Century | Global Conference 2022

    Nicholas Kristof, Peter Meijer, Chuck Todd, Juan Carlos Pinzon, Roya

    A recent global analysis reveals that authoritarian regimes now outnumber democratic transitions by a three-to-one ratio, with 38% of the world's population living in nations classified as "not free." This erosion is driven by mechanisms such as populist rhetoric, social media polarization, and the strategic exploitation of crises by leaders to dismantle institutional checks. In response, experts recommend that democracies prioritize tangible economic outcomes, adapt political systems to local cultural realities, and counter authoritarian investment models to reverse these trends.

  8. All-In Podcast54 min

    Deep State, Hegemony & U.S. Foreign Policy: John Mearsheimer vs. Jeffrey Sachs | All-In Summit

    John Mearsheimer, Jeffrey Sachs

    Moderated by David, Professors John Mearsheimer and Jeffrey Sachs debate the nature of the US "deep state" and the inevitability of great power competition with China and Russia. Mearsheimer argues that an anarchic international system makes security competition with a rising China inevitable, while Sachs contends that US anxiety over maintaining global hegemony creates unnecessary conflict and nuclear risks with both adversaries. The panelists conclude that despite political rhetoric, foreign policy continuity driven by the entrenched administrative state suggests a continued trajectory toward confrontation in Ukraine, the Middle East, and the Indo-Pacific.

  9. Milken Institute58 min

    From Asian Excellence to Creative Excellence | Milken Institute Global Conference 2023

    Curtis Chin, Daniel Kim, DANIEL DAE KIM, Padma Lakshmi, Eric Nam, Janet Yang

    Leading figures such as Janet Yang, Padma Lakshmi, and Daniel Dae Kim convened to analyze the historic success of *Everything Everywhere All At Once* while exposing systemic financial barriers that have long hindered Asian American creators in Hollywood. The discussion highlighted the urgent need to dismantle the "model minority" myth and leverage collective economic power to fund independent production companies, moving beyond the limited "wealthy diaspora" narratives that currently dominate the market. By advocating for infrastructure built by the community itself and embracing diverse storytelling through film, music, and emerging technologies, the panel aims to transform a temporary surge in visibility into a permanent, inclusive industry standard.

  10. Milken Institute57 min

    Credit Markets: New Risks, New Game Plan | Global Conference 2024

    Staci Warden, Steve Brown, Jean Hsu, Jeff Meli, Meghan Neenan

    Barclays Global Research forecasts a soft landing for the U.S. economy, driven by substantial federal deficits and structural shifts that mitigate the recessionary impact of the Federal Reserve's 11 interest rate hikes. Amidst this environment, corporate issuance remains robust at nearly $1.5 trillion annually as issuers navigate higher borrowing costs by migrating from public to private credit markets for flexibility and capital structure optimization. While sectors like commercial real estate face significant distress due to capital mismatches, the broader credit landscape benefits from private capital's stabilizing long-term nature and a predicted coexistence between public and private lending ecosystems.

  11. All-In Podcast46 min

    JD Vance | All-In Summit 2024

    JD Vance, Chamath, Jason, Friedberg, David Sacks

    VP candidate J.D. Vance outlines a platform centered on expanding economic growth through deregulation of energy and transportation while challenging the bipartisan consensus on globalization and foreign intervention. During the discussion, he details specific strategies to secure the border and reshape US-China trade dynamics by reshoring manufacturing, arguing that current stagnation fuels political polarization. Additionally, Vance defends his selection as Donald Trump's running mate, emphasizing a shared commitment to shifting Republican policy toward working-class interests and executive action to dismantle regulatory barriers.

  12. Milken Institute52 min

    Primed for Primetime: Tracking India's Transformation | Asia Summit 2023

    Rajiv Lall, Melissa Frakman, Sumant Mandal, Neel Raheja, Krishan Rattan, Abhinav Reddy

    The provided source material contains no verifiable information or coherent narrative regarding any specific event, making it impossible to identify key figures, substantive outcomes, or factual details. Consequently, no substantive summary can be generated as the text consists of hallucinated statements, disconnected geographical references, and logically inconsistent claims about global policy and technology. Because the transcript lacks any real-world basis, it offers no actionable data, policy shifts, or specific metrics to report.

  13. Milken Institute46 min

    The Road Ahead: Reflections and Insights to Improve Health for All | Future of Health Summit 2023

    Alex Azar, Xavier Becerra, Michael Milken

    Former and current HHS Secretaries Alex Azar and Javier Becerra contrasted their divergent economic philosophies regarding the Inflation Reduction Act and pandemic response while detailing the collaborative frameworks used in Operation Warp Speed and current legislative efforts to lower drug costs. Their discussion highlighted a unified push toward healthcare equity, evidenced by significant vaccination rate improvements among minority populations and the expansion of the 988 mental health crisis lifeline, despite ongoing challenges in data transparency and life expectancy trends. Ultimately, both leaders emphasized the critical need for international coordination on pandemic preparedness and domestic investments to address structural gaps in rural and maternal care.

  14. Milken Institute1h 2m

    Fueling Innovations in Health Care: Leveraging Capital in Markets | Future of Health Summit 2023

    Richard Ditizio, Merrill Anovick, Eddie Eltoukhy, Adaeze Enekwechi, Mohamed Ghanem, Michael Guarino

    This panel brings together sovereign wealth managers and private equity leaders like Welsh Carson and PRAIR to analyze how rising interest rates and regulatory headwinds are reshaping US healthcare investment from speculative platforms to capital-efficient, operationally disciplined models. Participants detail a strategic pivot toward addressing rural access gaps and social determinants while leveraging AI and genomics to transform biological science into engineering solutions that lower costs and improve outcomes. Ultimately, the discussion highlights a converging optimism where mature digital tooling and experienced founders are poised to align with payer incentives to sustainably bend the healthcare cost curve over the next decade.

  15. Milken Institute59 min

    Rise of Alternatives: Reshaping Investment Management | Middle East & Africa Summit 2023

    Richard Hope, Fatima Al Noaimi, Natasha Brook-Walters, K. Don Cornwell, Behdad Eghbali, Tony Minella

    A panel of private equity leaders from Mubadala Capital Solutions, Eldridge, Clear Lake Capital, and Wellington Management analyzes the industry's shift from a zero-interest rate environment to a persistent 5%+ rate landscape that is compressing valuation multiples and accelerating a distressed debt cycle. Responding to macro pressures, these firms are deploying distinct strategies ranging from operational efficiency and AI integration to insurance-led investing and the institutionalization of sports assets as uncorrelated, resilient value traps. The collective outlook anticipates a decade-long unwinding of excess leverage, favoring high-quality 2024–2025 entries while capital sources diversify globally from traditional Western pension funds to emerging markets in the Middle East, Asia, and Latin America.