From Classical Statistics to Modern Machine Learning

  Рет қаралды 6,871

Simons Institute

Simons Institute

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Пікірлер: 3
Learning and Generalization in Over-parametrized Neural Networks, Going Beyond Kernels
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Learning and Generalization in Over-parametrized Neural Networks, Going Beyond Kernels
Simons Institute
Рет қаралды 9 М.
High-Dimensional Statistics I
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High-Dimensional Statistics I
Simons Institute
Рет қаралды 26 М.
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Рет қаралды 1,4 МЛН
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Рет қаралды 7 МЛН
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Рет қаралды 6 МЛН
On the Foundations of Deep Learning: SGD, Overparametrization, and Generalization
45:39
On the Foundations of Deep Learning: SGD, Overparametrization, and Generalization
Simons Institute
Рет қаралды 4,9 М.
From Classical Statistics to Modern ML: the Lessons of Deep Learning - Mikhail Belkin
37:29
From Classical Statistics to Modern ML: the Lessons of Deep Learning - Mikhail Belkin
Institute for Advanced Study
Рет қаралды 7 М.
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China's DeepSeek triggers global tech sell-off
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Рет қаралды 52 М.
On Gradient-Based Optimization: Accelerated, Distributed, Asynchronous and Stochastic
1:02:06
On Gradient-Based Optimization: Accelerated, Distributed, Asynchronous and Stochastic
Simons Institute
Рет қаралды 13 М.
Understanding Deep Learning Requires Rethinking Generalization
40:22
Understanding Deep Learning Requires Rethinking Generalization
UCF CRCV
Рет қаралды 6 М.
Sanjeev Arora: Why do deep nets generalize, that is, predict well on unseen data
56:17
Sanjeev Arora: Why do deep nets generalize, that is, predict well on unseen data
DeepMath
Рет қаралды 4,5 М.
Beyond Empirical Risk Minimization: the lessons of deep learning
46:44
Beyond Empirical Risk Minimization: the lessons of deep learning
MITCBMM
Рет қаралды 7 М.
Mad Max: Affine Spline Insights into Deep Learning
48:03
Mad Max: Affine Spline Insights into Deep Learning
Simons Institute
Рет қаралды 4,3 М.
A Universal Law of Robustness
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A Universal Law of Robustness
Sebastien Bubeck
Рет қаралды 11 М.
Graph Neural Networks - a perspective from the ground up
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Graph Neural Networks - a perspective from the ground up
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Рет қаралды 186 М.
How Strong Is Tape?
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Stokes Twins
Рет қаралды 96 МЛН