Latest Interviews
Showing 2776–2790 of 3,501 transcripts.
Clear all filters- Lex Fridman1h 2m
TensorFlow Tutorial (Sherry Moore, Google Brain)
Sherry Moore, Hugo Larochelle, Andrej Karpathy, Richard Socher, Ruslan Salakhutdinov, Andrew Ng, John Schulman, Pascal Lamblin, Adam Coates, Alex Wiltschko, Quoc Le, Yoshua Bengio, Shubho Sengupta, lexfridman, Zach, Pichin Lo
Google Brain's Sherry Moore presented a tutorial on transitioning from research to production using the TensorFlow framework, highlighting its open-source architecture that supports diverse applications like image recognition, voice processing, and deep learning. The session detailed core concepts such as data flow graphs, placeholders, and session execution while guiding attendees through hands-on labs for linear regression and MNIST digit classification. Moore also outlined the platform's extensive portability across mobile and cloud devices and invited community contributions to further develop the library's modular design.
- Lex Fridman1h 25m
Deep Learning for Computer Vision (Andrej Karpathy, OpenAI)
Andrej Karpathy, Hugo Larochelle, Richard Socher, Sherry Moore, Ruslan Salakhutdinov, Andrew Ng, John Schulman, Pascal Lamblin, Adam Coates, Alex Wiltschko, Quoc Le, Yoshua Bengio, Shubho Sengupta, lexfridman
This presentation traces the evolution of convolutional neural networks from 1960s neuroscience foundations to the 2012 AlexNet breakthrough, highlighting how deep learning displaced traditional feature extraction by achieving near-human accuracy on the ImageNet dataset. Key architectural innovations, such as residual skip connections in ResNets and efficient Inception modules, enabled the training of deeper, wider models that serve as generic feature extractors for diverse tasks ranging from object detection to medical imaging. The discussion concludes with practical deployment strategies emphasizing the use of pre-trained models and GPU-accelerated infrastructure to overcome computational bottlenecks in both cloud and edge environments.
- Lex Fridman1h 3m
Theano Tutorial (Pascal Lamblin, MILA)
Pascal Lamblin, Hugo Larochelle, Andrej Karpathy, Richard Socher, Sherry Moore, Ruslan Salakhutdinov, Andrew Ng, John Schulman, Adam Coates, Alex Wiltschko, Quoc Le, Yoshua Bengio, Shubho Sengupta
This presentation details Theano, an eight-year-old symbolic expression compiler that enables high-performance deep learning by automatically differentiating mathematical graphs and compiling them into optimized C++ or CUDA code. The session demonstrates the framework's core capabilities, including graph manipulation for neural network backpropagation, GPU acceleration via shared variables, and sequence modeling through the `scan` operator, while showcasing practical implementations of logistic regression, convolutional networks, and LSTMs on datasets like MNIST. Addressing deployment challenges inherent in its tight Python integration, the discussion concludes by highlighting Docker containers as the standard solution for distributing models and outlines a roadmap for enhanced 3D convolution and cuDNN support.
- Lex Fridman1h 1m
Foundations of Deep Learning (Hugo Larochelle, Twitter)
Hugo Larochelle, Andrej Karpathy, Richard Socher, Sherry Moore, Ruslan Salakhutdinov, Andrew Ng, John Schulman, Pascal Lamblin, Adam Coates, Alex Wiltschko, Quoc Le, Yoshua Bengio, Shubho Sengupta
This lecture by Hugo Lavachel delivers a comprehensive technical analysis of feedforward neural networks, detailing the mathematical foundations of backpropagation, universal approximation, and modern optimization algorithms like Adam and stochastic gradient descent. The presentation critically evaluates architectural choices, contrasting activation functions such as ReLU against sigmoid and tanh while explaining how dropout and batch normalization mitigate overfitting and stabilize training in deep architectures. By bridging theoretical constraints with practical debugging strategies, the course equips practitioners with the necessary tools to implement, tune, and validate deep learning models effectively.
- Milken Institute58 min
Tapping Into Asia's Longevity Market
Paul Irving, Angelique Chan, Michael Hodin, Anna Hughes, Peter Nicholson
Experts project that global populations over 60 will reach 2.1 billion by mid-century, driven by declining fertility and increased longevity that will fundamentally reshape Asian and Western economies. This demographic surge threatens to double sovereign debt classified as speculative grade unless governments and corporations pivot from 20th-century institutions to innovations in healthcare, caregiving, and age-friendly workplace policies. Strategic shifts by entities like Nestlé and Taikang Life demonstrate how repositioning aging as a market for wellness can transform societal challenges into engines for sustainable economic growth.
- Milken Institute1h 11m
Charting the Way Amid Asia's Game of Thrones
Parag Khanna, Curtis S. Chin, Nina Hachigian, Yasuhide Nakayama, Maria Ressa
Speakers characterized Asia's geopolitical landscape as a high-stakes struggle where China's economic dominance and North Korea's nuclear proliferation challenge US strategic rebalancing efforts in the Pacific. Panelists highlighted how Japan, the US, and ASEAN are coordinating military deterrence and economic integration, such as the TPP, while countering disinformation campaigns that manipulate public opinion in volatile democracies like the Philippines. Ultimately, the discussion underscored a complex equilibrium where multilateral institutions mediate great power competition even as rising inequality fuels support for strongman leadership and shifts regional alliances.
- Milken Institute1h 3m
India's Road to Prosperity: Two Steps Forward, One Step Back
Reuben Abraham, Rajeev Chandrasekhar, Rajesh Jain, Manish Sabharwal
Discussions on India's economic trajectory highlight a divergence between robust headline growth figures and underlying structural weaknesses in industrial production, banking, and labor formalization. While judicial activism has temporarily compensated for stalled federal reforms and identity politics continues to hinder development narratives, significant challenges in public sector banks and regulatory complexity continue to deter private investment. Experts caution that without addressing state-level disparities and accelerating the transition to a formalized digital economy, the potential demographic dividend faces the risk of stagnation rather than sustained prosperity.
- Milken Institute1h 19m
Fireside Chat with Sir An0drew Witty | Part 2 Fast Forward: A Glimpse Into Asia-Pacific's Future
Sir An0drew Witty, Haslinda Amin, Michael Milken, Raphael Arndt, Jeffrey Jaensubhakij, Hiromichi Mizuno, Mark Tucker, Doug Appel, Michael Sterling, Curtis Chin
Former GSK CEO Sir Andrew Witty outlined the company's strategic expansion into Singapore as a new global hub while detailing major advancements in global health access, including HIV treatment milestones and profit reinvestment in sub-Saharan Africa. Concurrently, a panel of prominent investors analyzed Asia-Pacific economic shifts, highlighting China's transition toward domestic consumption and the structural growth potential of Southeast Asian demographics despite risks of global slowdowns. Witty emphasized the urgent need for future leaders to fundamentally reshape business models, a sentiment echoed by the broader consensus that long-term value lies in navigating regulatory complexities and embracing the Fourth Industrial Revolution.
- Milken Institute1h 0m
The Business of Sports and Entertainment
Dong Wang, Sophie Goldschmidt, Robert Rankin, David Shoemaker, Chatri Sityodtong, Jim Small
Asian sports markets are pivoting from traditional B2B licensing to direct B2C engagement, driven by global giants like the NBA and CPH who leverage localized infrastructure and digital tools to tap into a region holding 56% of the world's population. Organizations are capitalizing on this shift through specific innovations such as the NBA's Dongguan academy, One Championship's cultural storytelling, and CPH's strategy of linking stadium profitability to major events like UFC fights and the Olympics. Despite challenges regarding shifting consumer attention toward e-sports and varying league ownership models, the sector forecasts significant expansion fueled by a rising middle class and upcoming host events from 2019 to 2022.
- Milken Institute46 min
The New Japan: Beyond Abenomics
Kotaro Tamura, Motoaki Saito, Masahiko Shibayama, Keiko Tashiro, Adrian Zecha
Recent high-level engagements and government reforms in Japan are targeting critical economic shifts, including the acceptance of foreign labor in caregiving sectors and the mobilization of corporate cash reserves exceeding 125% of GDP. These structural changes aim to reverse demographic decline by leveraging inbound tourism growth and fostering a new venture ecosystem driven by engineers leaving traditional giants. Despite progress in governance compliance, panelists emphasize that deepening cultural openness and addressing language barriers remain essential to unlocking the nation's substantial investment potential in technology and manufacturing.
- Milken Institute56 min
The Digital Age of Finance: Technology's Impact on Asset Management
Ted Lee, Michael DeAddio, Nobel Gulati, Ian Martin, Sanjay Tikku, Jethro Goodchild, Rajesh Jane, Ritesh Maheshwari
Leading financial institutions including Two Sigma, Work1, Columbia Endowment, and State Street are fundamentally reshaping their operations by deploying advanced technology to process exploding data volumes and automate traditional administrative functions. These organizations are diversifying their workforce by recruiting scientists and engineers without prior finance experience while shifting human capital toward high-level problem-solving and analytical roles. The collective strategy aims to move from legacy infrastructure to real-time, data-driven decision-making that separates true market alpha from noise to navigate increasingly complex and fragmented global markets.
- Milken Institute1h 2m
Investment Outlook from Global Industry Titans
Michael Milken, Leon Black, David Bonderman, Lei Zhang
A coalition of 70 university researchers and global stakeholders is mobilizing a half-million-person initiative to address Japan's $23 trillion U.S. cash surplus and the social security gap through a new six-sector classification system. This strategy integrates fiscal reforms, climate change measures, and a dedicated focus on disability inclusion to stabilize currency fluctuations and revive underperforming industrial sectors highlighted during recent G20 discussions. By leveraging direct community engagement over social media and establishing a new scientific framework for labor, the group aims to achieve a 35% growth rate while avoiding the pitfalls of past economic failures.
- Milken Institute53 min
Real Estate: The Search for Returns Amid Uncertainty
Henny Sender, Johnny Adji, Tokihiko Shimizu, Andy Tan-Chye Guan, Paul Vosper
A panel of investment experts distinguished active real estate value creation from passive asset holding, emphasizing a strategic pivot toward bottom-up analysis of specific hubs like Singapore, New York, and Hong Kong amid restrictive global lending regulations. Speakers detailed how structural shifts in China's consumer economy, Japan's corporate governance reforms, and technology-driven changes in office and residential utilization are reshaping market dynamics. Ultimately, the discussion highlighted that long-term success depends on managing leverage risks, navigating regulatory hurdles, and adapting asset portfolios to demographic transitions and evolving environmental standards.
- Milken Institute1h 8m
Giving Back: How Asia's Philanthropists Are Making an Impact
Heng Wing Chan, Andrew L. Cohen, Debra Black, Binod Chaudhary, P.N.C. Menon, Kris Wiluan, John Wood
The Milken Institute Center for Strategic Philanthropy hosted a panel featuring leaders from Room to Read, the Melanoma Research Foundation, and Indofood to advocate shifting philanthropy from simple checkbook donations to strategic, data-driven models focused on measurable social ROI. Moderator Jerome Cohen and panelists emphasized that addressing global challenges, such as Africa's impending infrastructure needs and widespread illiteracy, requires consolidating fragmented NGOs and leveraging private sector resources. The discussion concluded with a consensus that future impact depends on cross-sector collaboration, rigorous performance metrics, and a generational shift toward sustainable wealth distribution rather than accumulation.
- Milken Institute1h 3m
Accelerating Infrastructure: Leveraging Partnerships and Mitigating Risks
Cesar Purisima, Sean Chiao, Donald Kanak, Mahendra Lama, Jordan Schwarz
A high-level summit convened industry leaders, policymakers, and multilateral development bank officials to address the trillion-dollar infrastructure funding gap in the Asia-Pacific region, where projected demand from a growing middle class far outstrips current investment capabilities. Speakers highlighted that while substantial domestic liquidity exists in Japan and ASEAN central banks, institutional barriers, political risks, and fragmented project pipelines prevent capital from flowing into critical sectors like energy, digital connectivity, and climate-resilient transport. The discussion culminated in a consensus on mobilizing domestic pension and insurance funds through standardized frameworks and sovereign risk guarantees to achieve scalable, long-term infrastructure development across South and Southeast Asia.