Ali Ghodsi, Deep Learning, Variational Autoencoder, VAE, Performer, Fall 2023, Lecture 15

Показать описание

This lecture primarily focuses on Variational Autoencoders (VAE), beginning with an overview of variational inference and the computation of the Evidence Lower Bound (ELBO) for VAE, which starts at minute 24. Prior to this, the video discusses Performers, a variation of Transformers, based on the paper "Rethinking Attention with Performers."

Keywords: Variational Autoencoders, VAE, variational inference, ELBO, Performers, Transformers.

Data Science Courses

Рекомендации по теме

Комментарии

thank you, professor! The explanation is very intuitive.

longh

رائع جدا ..الله يعطيه العافيه ويسعده ويوفقه ويوفق عياله ان كان عنده عيال

Rasha-tcbl

Thank you professor. Very precise presentation!

mdmamunurrashid

at 28:00, shouldn't the reconstruction loss be " || x - x_ || = || x - UU^Tx || " to be minimised as opposed what's given in the video i.e || x_ - UU^Tx || ?

prateekpani

Ali Ghodsi, Deep Learning, Variational Autoencoder, VAE, Performer, Fall 2023, Lecture 15

Ali Ghodsi, Deep Learning, Variational Autoencoder, VAE, Performer, Fall 2023, Lecture 15

Variational Autoencoders (VAEs) By Ali Ghodsi

Ali Ghodsi, Lec 16: Variational Autoencoders

Ali Ghodsi, Deep Learning, Diffusion Models, DDPMs, Fall 2023, Lecture 17

Ali Ghodsi, Deep Learning, Motivation and course administrations, Fall 2023, Lecture 1

Generative Adversarial Networks (GANs) By Ali Ghodsi

Variational Autoencoders

Motion Synthesis using the Variational Autoencoder - Sample 1 (CMU Locomotion Data)

GANs and Variational Autoencoders: Unsupervised Deep Learning in Python pt 2

Variational Autoencoders VAE - Santiago Pascual - UPC Barcelona 2018

Ali Ghodsi, Deep Learning, Regularization, Fall 2023, Lecture 4,

Neural networks [7.8] : Deep learning - variational bound

Variational Inference | Evidence Lower Bound (ELBO) | Intuition & Visualization

Ali Ghodsi, Deep Learning, Sept 28 2017, [Lect 5]

9 Deep Learning 2: Generative models, GANs, Variational Autoencoders (VAEs) (MLVU2019)

Ali Ghodsi, Deep Learning, Oct 12 28 2017, [Lect 6.1]

Ali Ghodsi, Deep Learning, GAN, Generative adversarial networks, AAE, Fall 2023, Lecture 16

Variational Autoencoders - EXPLAINED!

Deep Learning Lecture 11.1 - Variational Autoencoders

Ali Ghodsi, Deep Learning, Transformers, Fall 2023, Lecture 10

A brief introduction to Latent Variable Models, Variational Autoencoders, and Invertible Models.

Ali Ghodsi, Deep Learning, Regularization, Sep 26, 2017 [Lect 4]

Lecture 6 - Unsupervised Learning and Generative Models | Deep Learning on Hardware Accelerators

[DeepBayes2018]: Day 2, practical session 5. Variational autoencoders