Rethinking Statistical Learning Theory: Learning Using Statistical Invariants

Vladimir Vapnik ECE Seminar on Modern Artificial Intelligence

The Information Knot Tying Sensing & Action; Emergence Theory of Representation Learning
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The Information Knot Tying Sensing & Action; Emergence Theory of Representation Learning

I2ML - 03 Supervised Classification - 05 Discriminant Analysis
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I2ML - 03 Supervised Classification - 05 Discriminant Analysis

Questions for Theory in the New Age of Machine Learning
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Questions for Theory in the New Age of Machine Learning

Obstacles to Progress in Deep Learning & AI
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Obstacles to Progress in Deep Learning & AI

Group theory, abstraction, and the 196,883-dimensional monster
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Group theory, abstraction, and the 196,883-dimensional monster

Vladimir Vapnik: Deep Learning and the Essence of Intelligence | AI Podcast Clips
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Vladimir Vapnik: Deep Learning and the Essence of Intelligence | AI Podcast Clips

Emmanuel Candès: Statistical methods for assessing the factual accuracy of large language models
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Emmanuel Candès: Statistical methods for assessing the factual accuracy of large language models

The Evolution of Statistical Programming: How AI, Open Source & Traceability are Shaping the Future
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The Evolution of Statistical Programming: How AI, Open Source & Traceability are Shaping the Future

Complete Statistical Theory of Learning (Vladimir Vapnik) | MIT Deep Learning Series
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Complete Statistical Theory of Learning (Vladimir Vapnik) | MIT Deep Learning Series

You Know This Song (but the Orchestra Doesn’t) | Jacob Collier & VSO School of Music Orchestra | TED
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You Know This Song (but the Orchestra Doesn’t) | Jacob Collier & VSO School of Music Orchestra | TED

Prediction, Generalization, Complexity: Revisiting the Classical View from Statistics Part 2
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Prediction, Generalization, Complexity: Revisiting the Classical View from Statistics Part 2

The Truth About Depression - Dr Joanna Moncrieff
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The Truth About Depression - Dr Joanna Moncrieff

Statistical Rethinking 2026 Lecture A08 - MCMC and Item Response Models
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Statistical Rethinking 2026 Lecture A08 - MCMC and Item Response Models

Bayes theorem, the geometry of changing beliefs
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Bayes theorem, the geometry of changing beliefs

Discussion "Brute Force and Intelligent Paradigms of Learning" - Vladimir Vapnik
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Discussion "Brute Force and Intelligent Paradigms of Learning" - Vladimir Vapnik

Trump Sends Vance to Concede to Iran & Reflecting Pool Is Filled with Corruption | The Daily Show
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Trump Sends Vance to Concede to Iran & Reflecting Pool Is Filled with Corruption | The Daily Show

What even is statistical mechanics?
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What even is statistical mechanics?

Richard P. Feynman: Probability and Uncertainty; The Quantum Mechanical View of Nature
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Richard P. Feynman: Probability and Uncertainty; The Quantum Mechanical View of Nature

ECE AI SEMINAR: Why does Adam work so well for LLMs? And can we find optimal per-variable step sizes
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ECE AI SEMINAR: Why does Adam work so well for LLMs? And can we find optimal per-variable step sizes

Can We Test Quantum Gravity? ft. Vlatko Vedral | World Science Festival
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Can We Test Quantum Gravity? ft. Vlatko Vedral | World Science Festival