The University Of Edinburgh: The University Of Edinburgh podcast

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Understanding the Elegant Math Behind Modern Machine Learning 1:14:43

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Artificial intelligence is evolving at an unprecedented pace—what does that mean for the future of technology, venture capital, business, and even our understanding of ourselves? Award-winning journalist and writer Anil Ananthaswamy joins us for our latest episode to discuss his latest book Why Machines Learn: The Elegant Math Behind Modern AI . Anil helps us explore the journey and many breakthroughs that have propelled machine learning from simple perceptrons to the sophisticated algorithms shaping today’s AI revolution, powering GPT and other models. The discussion aims to demystify some of the underlying mathematical concepts that power modern machine learning, to help everyone grasp this technology impacting our lives–even if your last math class was in high school. Anil walks us through the power of scaling laws, the shift from training to inference optimization, and the debate among AI’s pioneers about the road to AGI—should we be concerned, or are we still missing key pieces of the puzzle? The conversation also delves into AI’s philosophical implications—could understanding how machines learn help us better understand ourselves? And what challenges remain before AI systems can truly operate with agency? If you enjoy this episode, please subscribe and leave us a review on your favorite podcast platform. Sign up for our newsletter at techsurgepodcast.com for exclusive insights and updates on upcoming TechSurge Live Summits. Links: Read Why Machines Learn, Anil’s latest book on the math behind AI https://www.amazon.com/Why-Machines-Learn-Elegant-Behind/dp/0593185749 Learn more about Anil Ananthaswamy’s work and writing https://anilananthaswamy.com/ Watch Anil Ananthaswamy’s TED Talk on AI and intelligence https://www.ted.com/speakers/anil_ananthaswamy Discover the MIT Knight Science Journalism Fellowship that shaped Anil’s AI research https://ksj.mit.edu/ Understand the Perceptron, the foundation of neural networks https://en.wikipedia.org/wiki/Perceptron Read about the Perceptron Convergence Theorem and its significance https://www.nature.com/articles/323533a0…

The University of Edinburgh: The University of Edinburgh

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This is a feed of pages for The University of Edinburgh

20 afleveringen

#Higher Education #Philosophy #Science #Society #Edinburgh #Global #Stiglitz #Audio #Lectures #News #Social Sciences #Podcasting Education #University Of Edinburgh #Enlightened #Dennetts

The University of Edinburgh: The University of Edinburgh

27 subscribers

updated 9 jaar geleden

Thuis series•Feed

This is a feed of pages for The University of Edinburgh

20 afleveringen

#Higher Education #Philosophy #Science #Society #Edinburgh #Global #Stiglitz #Audio #Lectures #News #Social Sciences #Podcasting Education #University Of Edinburgh #Enlightened #Dennetts

Alle afleveringen

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Julia Marton-Lefèvre - The Promise of 2015: Hopes for a New Environmental Enlightenment

9 years geleden

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Julia Marton-Lefèvre, environmentalist and academic, delivers the final lecture in the 2015 Our Changing World series. This lecture is also part of our Enlightenment Lecture series. In this lecture Julia Marton-Lefèvre will compare the profound changes that took place in the 18th century European Enlightenment, emphasizing reason rather than tradition, with the need for a new enlightenment to face the stark challenges posed by an unprecedented loss of biodiversity, a rapidly changing climate and increasing inequality among nations and individuals. Recorded on 24 November 2015 at the University of Edinburgh's George Square Lecture Theatre.…

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Prof. Lord Robert Winston - Medicine, Ethics and Society

11 years geleden

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Professor Lord Robert Winston delivers a lecture entitled Medicine, Ethics and Society. This lecture is part of the University's "Our Changing World" public lecture series, which examines the global challenges facing society, and the role of academia in meeting these challenges: http://www.ed.ac.uk/events/changing-world This lecture is also part of the University's Enlightenment Lecture series, which examines aspects of the Enlightenment's legacy in the context of our own fraught and hectic times: http://www.ed.ac.uk/about/video/lecture-series/enlightenment Recorded on Monday 21 October at the University of Edinburgh's McEwan Hall.…

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Prof. Mary Robinson - Human rights in the modern world

11 years geleden

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Professor Mary Robinson speaks on how human rights interact with the modern world. In office from 1990 to 1997, Professor Robinson was the seventh President of Ireland and the first woman to hold that role. She left to take on the position of High Commissioner for Human Rights at the United Nations from 1997 to 2002. Human rights remain an area of interest and expertise for Professor Robinson. Since 2004 she has taught on international human rights at Columbia University in New York. In 2010 she set up the Mary Robinson Foundation - Climate Justice to advocate for and educate the world about those most affected by the changing environment, namely the world's poorest and more marginalised communities. This lecture is part of the University's "Our Changing World" public lecture series, which examines the global challenges facing society, and the role of academia in meeting these challenges: http://www.ed.ac.uk/events/changing-world This lecture is also part of the University's Enlightenment Lecture series, which examines aspects of the Enlightenment's legacy in the context of our own fraught and hectic times: http://www.ed.ac.uk/about/video/lecture-series/enlightenment Recorded Tuesday 20 November 2012 at the University of Edinburgh's McEwan Hall.…

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Prof. Stefan Collini - From Belles-Lettres to Eng-Lit: Criticism and its Publics

11 years geleden

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Professor Stefan Collini re-examines the history of the activity of literary criticism and discipline of English Literature. In the 250 years since the founding of the Chair of Rhetoric and Belles-Lettres at Edinburgh University, the activity of literary criticism and discipline of English Literature have had a tangled, complex and at times uneasy, even antagonistic, relationship. This lecture will re-examine this history, focussing particularly on the question of the various publics addresed by criticism, in its literary-journalistic as well as academic forms. Coming up to the present (and even the future), Stefan Collini will explore the plurality of contemporary audiences for criticism and will challenge pessimistic accounts of 'the disappearance of the reading public'. Stefan Collini is Professor of Intellectual History and English Literature at Cambridge University, and a Fellow of the British Academy. He is also a frequent contributor to The Guardian, The London Review of Books, The Times Literary Supplement, The Nation, and other publications, as well as an occasional broadcaster. In 2012, the University's English Literature department celebrates its 250th anniversary. We're marking the occasion with exhibitions, events, talks, readings and seminars throughout the year. Recorded on Thursday 24 May 2012 at the University of Edinburgh's George Square Lecture Theatre.…

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Prof. Amartya Sen - David Hume and the Demands of Ethics

11 years geleden

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Nobel Prize laureate Professor Amartya Sen presents a lecture entitled David Hume and the Demands of Ethics. The Professor of Economics and Philosophy at Harvard University gave his lecture as part of the University’s celebration of philosopher David Hume’s 300th birthday. Professor Susan Manning chaired the event, which also featured Professor Emma Rothschild, Professor Barun De, Dr Viccy Coltman and Dr Michael Fry. Recorded on Monday July 18 2011.…

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Jon Snow - A Changing Media in a Changing World

11 years geleden

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Broadcaster and journalist Jon Snow examines the impact of digital technology, social websites and citizen journalism on the second-oldest profession. Recorded on Friday 19 November 2010 at the University of Edinburgh's McEwan Hall. Listen to podcast

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Lord Nigel Crisp - Turning the World Upside Down: The Search for Global Health in the 21st Century

11 years geleden

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Lord Crisp discusses why health systems worldwide need to change and why the time for a new conversation is now. This lecture was recorded on 25 May 2010 in the University of Edinburgh's George Square Lecture Theatre.

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Mr Hugh Cheape - A Neo-baroque Strain in Scottish Folk Music

11 years geleden

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Mr Hugh Cheape, Curator of the Museum of Scotland, presents a discussion seminar examining the neo-baroque strain in Scottish folk music

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Dr Adam Fox - 18th Century Street Theatre: Bedlamites and Buffoons

11 years geleden

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Dr Adam Fox presents a discussion seminar examining the 18th century street theatre.

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Dr Stana Nenadic - The Performance of Sociability in the Age of Enlightenment OR They do it with Mirrors

11 years geleden

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Dr Stana Nenadic presents a discussion seminar examining the performance of sociability.

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Dr Lloyd Llewellyn-Jones - Handel In The Orient

11 years geleden

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Dr Lloyd Llewellyn-Jones presents a discussion seminar examining Handel in the Orient.

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Dr Stephen Lloyd - Raeburn and His Patrons

11 years geleden

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Dr Stephen Lloyd presents an illustrated talk that begins to map out the web of establishment patronage in Edinburgh and Scotland that supported the prolific career of the portrait painter Sir Henry Raeburn.

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Dr Walter Willett - The Optimal Diet for 21st Century Living

11 years geleden

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For the last 20 years the focus of nutritional advice has been to reduce total fat intake and consume large amounts of carbohydrate. However, this advice is inconsistent with many lines of evidence indicating that unsaturated fats have beneficial metabolic effects and reduce risk of coronary heart disease. More recent evidence has also shown that the large majority of carbohydrates in current industrial diets, consisting of refined starches and sugars, have adverse metabolic effects and increase risks of obesity, heart disease and type 2 diabetes. Thus, in what appears to be an optimal diet, most calories would come from a balance of whole grains and plant oils, proteins would be provided by a mix of beans, nuts, fish, eggs, and poultry, and the remaining nutritional needs would be filled by plenty of vegetables and a few fruits. Important considerations include the role of dairy products, the interrelationships with physical activity and genetic variations, the implications of our food choices on environmental sustainability, and how we move from today’s pathological diet to a more optimal way of eating. Dr Walter Willett is Professor of Epidemiology and Nutrition and Chairman of the Department of Nutrition at Harvard School of Public Health and Professor of Medicine at Harvard Medical School. Dr Willett is the most cited nutritionist internationally, and is among the five most cited persons in all fields of clinical science. He is a member of the Institute of Medicine of the National Academy of Sciences and the recipient of many national and international awards for his research. Recorded on 12 June 2008 at the University of Edinburgh's George Square Lecture Theatre.…

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Prof. Steven Pinker - The Stuff of Thought: Language as a Window into Human Nature

11 years geleden

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Language is the main channel in which human beings share the contents of their consciousness. It offers a window into human nature, revealing the hidden workings of our thoughts, our emotions, and our social relationships. In his lecture, Prof Steven Pinker will explore an example of each: everyday metaphor as a window into human cognition; swearing and taboo words as a window into human emotion; and indirect speech-veiled threats and bribes, polite requests, and sexual come-ons as a window into human relationships. Professor Steven Pinker is the Johnstone Family Professor in the Department of Psychology at Harvard University. Until 2003, he taught in the Department of Brain and Cognitive Sciences at MIT. He conducts research on language and cognition, writes for publications such as the New York Times, Time, and Slate, and is the author of seven books, including The Language Instinct, How the Mind Works, Words and Rules, and The Blank Slate. Recorded on 6 June 2008 at the University of Edinburgh's McEwan Hall.…

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Jose Manuel Barroso - European Union in the 21st Century

11 years geleden

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Jose Manuel Barroso, President of the European Commission, presents an Enlightenment Lecture, entitled European Union in the 21st Century. Jose Manuel Barroso served as Prime Minister of Portugal from April 2002 until June 2004, when he resigned to become the 11th President of the European Commission. This lecture was recorded on 28 November 2006 at the University of Edinburgh's Assembly Hall.…

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