『The Turing Podcast』のカバーアート

The Turing Podcast

The Turing Podcast

著者： The Alan Turing Institute
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概要

 The Turing Podcast is an exciting podcast from The Alan Turing Institute, the UK’s national institute for data science and artificial intelligence.Copyright The Alan Turing Institute 2024 All rights reserved. 物理学 社会科学 科学
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  • The Survival of the Fittest Route: Genetic Algorithms in Shipping and Sustainability

    The Survival of the Fittest Route: Genetic Algorithms in Shipping and Sustainability
    2026/02/17
    How can the study of ant colonies and evolutionary theory help us ensure the resilience and sustainability of global shipping? In this episode, host Amelia Jabry is joined by Professor Adam Sobey (Mission Director for Sustainability at the Alan Turing Institute) and Senior Applied Scientist Dr. Przemyslaw (Slaw) Grudniewski from Theyr. Together, they explore the ‘evolution’ of shipping route optimisation - from early concepts proposed by Alan Turing to cutting-edge Multi-Objective Genetic Algorithms. Discover how these ‘survival of the fittest’ models are being used to navigate the complex world of charter party agreements, fuel efficiency, and autonomous vessels. They also dive into the environmental impact of rerouting, discussing how a 1% change in fuel consumption can protect vital megafauna like whales, and what the melting Arctic means for the future of global trade. Chapter Markers 0:30 | Co-Host Introduction: Professor Adam Sobey Introduction of Adam Sobey, Mission Director for Sustainability at the Alan Turing Institute and Professor at the University of Southampton. 1:20 | Guest Introduction: Dr. Przemyslaw (Slaw) Grudniewski Introduction of Slava, Senior Applied Scientist atTheyrThe history of Adam and Slava’s collaboration, starting from Slava's PhD in 2015. 4:30 | The Path to Genetic Algorithms Why the team focused on genetic algorithms, including the influence of a talk at the University of Bristol on co-evolution mechanisms. 5:00 | Why Shipping Matters: The Ever Given Incident The significance of global trade by sea (80-90%) and the 2021 Suez Canal blockage by theEver Given. 6:20 | The Sustainability Imperative Shipping currently accounts for 2-3% of world emissions, emphasizing the massive need for reduced costs and improved sustainability. 7:15 | Defining Genetic Algorithms Explaining unsupervised learning algorithms based on "survival of the fittest" and evolutionary mechanics. 8:40 | Applying Evolutionary Principles to Route Optimisation How routes are treated as individuals that create "offspring" through crossover and mutation. 10:20 | Multi-Objective Genetic Algorithms "There is no one best route"—balancing conflicting goals like voyage time vs. fuel consumption.Explaining why multi-objective approaches provide a set of optimal solutions rather than a single answer. 11:00 | Charter Party Agreements & Alternative Fuels The complexity of "rental agreements" (charter parties) and the shift toward net-zero fuels like ammonia, hydrogen, and nuclear. 12:20 | The Rise of Fully Autonomous Vessels Navigating the challenges of crewless ships and how they allow for real-time route adjustments. 13:30 | Sustainability Benefits of Autonomy Removing crew-related weight can lead to estimated fuel reductions of around 20%. 14:40 | Safety and Regulation The role of the Alan Turing Institute and Lloyd’s Register in developing standards and validation for autonomous systems. 16:15 | Risks: Cyber Threats and Bad Actors Addressing piracy, cybersecurity risks, and the safety of alternative fuel sources. 18:00 | Why Genetic Algorithms Win Comparing genetic algorithms against local search methods like A* and Dijkstra for complex, real-world problems. 19:00 | Top Performance: cMLSGA ThecMLSGA (Convolutional Multi-Level Selection Genetic Algorithm) and its 7-8% improvement over other models.This represents a saving of 50 to 380 tonnes of fuel per day for large vessels. 20:20 | History: From Alan Turing to Today How the field traces back to Turing’s 1948 ideas of "child-like" intelligence that learns and evolves. 22:20 | Ants, Tribes, and Co-Evolution Using the study of ant colonies and human tribal behaviour to understand collective fitness and reproduction. 23:50 | Scaling Solutions through Collectives Applying the concept of "collectives" to solve large-scale optimisation problems through collaboration. 25:25 | Multi-Level Selection How "groups of individuals" (collectives) can compete and work together to look at different objectives simultaneously. 26:20 | Collective vs. Convergence-Based Algorithms Why maintaining diversity in a population is more effective than focusing on a single "perfect" solution too early.Diversity provides better and more informed choices with the data at hand. 28:00 | Success Stories: TVOS and Whale Protection TheTVOS (Theyr Voyage Optimisation Software) and its real-world impact.The importance of protecting marine life and megafauna. 29:50 | Navigating the Environment The difficulty of rerouting massive ships and the role of deep learning vs. genetic algorithms in icy environments. 32:50 | The Arctic and New Trade Routes How melting sea ice is opening new routes and the resulting need for specialized "ice-class" vessels. 35:50 | Industry Adoption and Client Surprises Overcoming the lack of maritime background to deliver results that surprise industry veterans. 38:30 | The Future: Power Prediction Models What’s next for the field, including more advanced ...
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    43 分
  • Navigating Change: AI in Arctic Sea Ice Forecasting

    Navigating Change: AI in Arctic Sea Ice Forecasting
    2025/11/06

    The Arctic is undergoing rapid changes due to climate change, making sea ice forecasting increasingly important. In this episode of the Turing Podcast, hosts Amelia Jabry and Dr. Sophie Arana discuss the critical role of AI models like IceNet in predicting sea ice conditions and aiding conservation efforts. Featuring Dr. Ellie Bowler from the British Antarctic Survey, the conversation dives into the technical details of IceNet, its applications for wildlife conservation, and the challenges of predicting sea ice dynamics. The discussion also covers the importance of these predictions for indigenous communities and wildlife that rely on the frozen Arctic landscape. Learn how AI is revolutionising our approach to these urgent environmental challenges.

    Read more about our environmental forecasting work here: https://www.turing.ac.uk/blog/democratising-environmental-forecasting-age-ai

    Explore IceNet: https://icenet.ai/

    Find out more about Dr Ellie Bowler's publications: https://www.bas.ac.uk/profile/eller/

    Read more about Dr Sophie Arana here: https://www.turing.ac.uk/people/dr-sophie-arana

    Chapters:

    00:00 Introduction to Arctic Climate Change 00:39 Meet the your host Amelia and co-host Dr Sophie Arana 00:57 Understanding the Role of a Research Application Manager 01:47 Introduction to ICE Net 02:47 AI vs. Traditional Physics-based Forecasting Models 03:40 Human Expertise and AI Collaboration 04:56 Introducing Dr. Ellie Bowler and her sea ice and caribou migration forecasting research 06:21 Challenges in Sea Ice Forecasting 10:01 Caribou Migration and Conservation 12:30 Impact of Human Activities on Arctic Wildlife 16:38 Innovative Conservation Methods 23:25 Future of ICE Net and AI in Conservation 26:54 Conclusion and Further Resources
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    28 分
  • The Cyber Cold War: How AI is Defending Our Critical National Infrastructure

    The Cyber Cold War: How AI is Defending Our Critical National Infrastructure
    2025/07/02

    New podcast - defending our critical national infrastructure.

    Podcast host Amelia Jabry is joined by co-host and Turing Principal Research Scientist, Vasilios Mavroudis to explore how AI is reshaping both the defence and attack of vital systems like healthcare, energy and transport. With the help of special guest, Microsoft’s Director of Global AI & Cybersecurity Policy Nicholas Butts, they ask: how vulnerable are our power grids, water systems, and communications networks in the age of advanced AI? And what are organisations like the Alan Turing Institute and Microsoft are doing to protect these essential services?

    Episode Notes

    Please find below a list of resources and news articles that were mentioned in the podcast:

    • Microsoft Digital Defense Report 2024
    • Glossary - AIRC
    • Staying ahead of threat actors in the age of AI | Microsoft Security Blog
    • https://www.thestack.technology/ai-agent-whisperer-liberates-llm-to-spout-filthy-cardy-b-lyrics/
    • https://www.bbc.co.uk/news/articles/c0el31nqnpvo
    • https://www.bbc.co.uk/news/articles/czx1qp64wrno
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    49 分
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