Who Defends the Defenders? UN Special Rapporteur on Environmental Defenders MICHEL FORST

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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…

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“My mandate focuses on the protection of those trying to protect the planet. Protection of defenders is my main topic. When I'm speaking to states or companies, it's always related to cases of defenders facing threats, attacks, or penalization by companies or governments, like the recent case of Paul Watson (founder of Sea Shepherd) in Denmark… When I travel to places like Peru, Colombia, or Honduras and meet Indigenous people, I realize they have a relationship with nature that we don't have anymore. They express that the food they eat, the water they drink, and the air they breathe goes beyond just air and food; it represents what they call Pachamama or Mother Earth. This is a cosmovision shared across various communities, not only in Latin America but globally.”

Michel Forst is a prominent human rights advocate and the UN Special Rapporteur on Environmental Defenders under the Aarhus Convention. He previously served as the Special Rapporteur on Human Rights Defenders (2014–2020) and has worked with Amnesty International, UNESCO, and the Global Alliance of National Human Rights Institutions, championing protections for activists worldwide. Forst’s career is marked by his unwavering commitment to defending those at risk for advancing justice, environmental protection, and human rights globally.

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