Foundations of Deep Learning| Soheil Feizi

Constantinos Daskalakis's talk on Equilibrium Complexity ... - YouTube

Deep Learning Foundations: Misha Belkin's Talk on deep learning through the prism of interpolation. Soheil Feizi•2.1K views · 1:17:46. Go to ...

Xinyun Chen 's talk on "Learning-Based Program Synthesis"

Comments ; Deep Learning Foundations: Mahdi Soltanolkotabi's talk on Feature learning & inverse problems. Soheil Feizi · 753 views ; Webinar "Large ...

Deep Learning Foundations, Guest Lecture by Aya Ismail - YouTube

Lecture 24 - Deep Learning Foundations, Guest Lecture by Aya Ismail: RNNs, LSTMs and Transformers. 1.4K views · 3 years ago ...more ...

Daniel Roy and Mufan Li's Talk on "Neural Covariance SDE"

Deep Learning Foundations: Misha Belkin's Talk on deep learning through the prism of interpolation. Soheil Feizi•2.1K views · 1:15:47. Go to ...

Balaji Lakshminarayanan's Talk on Reliability via Pretrained Large ...

Comments1 ; Deep Learning Foundations: Jonathan Frankle talk on Faster Neural Network Training, Algorithmically. Soheil Feizi · 1.1K views ; Deep ...

Dorsa Sadigh 's talk on "Learning Robot Policies" - YouTube

Deep Learning Foundations: Misha Belkin's Talk on deep learning through the prism of interpolation. Soheil Feizi•2.1K views · 10:23. Go to ...

Arash Vahdat's talk on "Denoising Diffusion Models" - YouTube

Deep Learning Foundations: Misha Belkin's Talk on deep learning through the prism of interpolation. Soheil Feizi•2.1K views · 56:19 · Go to ...

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Deep Learning and Inverse Problems - ArXiv:2309.00802 - YouTube

Deep Learning Foundations: Mahdi Soltanolkotabi's talk on Feature learning & inverse problems. Soheil Feizi•749 views · 35:11. Go to channel ...

Foundations for feature learning via gradient descent (USC)

One of the key mysteries in modern learning is that a variety of models such as deep neural networks when trained via (stochastic) gradient ...

Koopman-based generalization bound for neural networks - YouTube

1:14:52 · Go to channel · Lecture 7 - Deep Learning Foundations: Neural Tangent Kernels. Soheil Feizi•24K views · 53:05 · Go to channel · Large- ...

On the Foundations of Deep Learning: SGD, Overparametrization ...

Jason Lee (University of Southern California) https://simons.berkeley.edu/talks/tbd-50 Frontiers of Deep Learning.

Lecture 19: Introduction to Transformers - YouTube

Deep Learning Foundations by Soheil Feizi : Transformers. Soheil Feizi•2.7K views · 27:14 · Go to channel · How large language models ...

Deep Networks Are Kernel Machines (Paper Explained) - YouTube

Is Approximately a Kernel Machine Deep Neural Networks are ... Lecture 7 - Deep Learning Foundations: Neural Tangent Kernels. Soheil Feizi ...

Domain Adaptation l 2022 I Lecture 13 - YouTube

Lecture 17 - Deep Learning Foundations by Soheil Feizi : Domain Adaptation (Part I) ... Tutorial 6 - Transfer Learning & Domain Adaptation | Deep ...

Stanford CS229M - Lecture 13: Neural Tangent Kernel - YouTube

Machine Learning Street Talk•20K views · 1:14:52 · Go to channel ... Lecture 7 - Deep Learning Foundations: Neural Tangent Kernels. Soheil Feizi ...

Hilbert Space Kernel Methods for Machine Learning - YouTube

1:14:52 · Go to channel · Lecture 7 - Deep Learning Foundations: Neural Tangent Kernels. Soheil Feizi•24K views · 8:41 · Go to channel · Inner ...

Lenka Zdeborová EPFL,Lausanne - YouTube

Deep Learning Foundations: Misha Belkin's Talk on deep learning through the prism of interpolation. Soheil Feizi•2.1K views · 7:50. Go to ...

Xinyun Chen: Deep Learning for Program Synthesis - YouTube

Go to channel · Deep Learning Foundations: Xinyun Chen 's talk on "Learning-Based Program Synthesis". Soheil Feizi•698 views · 21:12. Go to ...

Soheil Feizi - 2019 Research Day - YouTube

Soheil Feizi - 2019 Research Day. 252 views · 4 years ago ... Deep Learning Foundations: Dorsa Sadigh 's talk on "Learning Robot Policies".