Deep Generative Models Courses and Certifications

Probabilistic AI School

Deep Generative Models - Lectures 2 and 3

Explore advanced deep generative models with expert insights on latest techniques, applications, and theoretical foundations in probabilistic AI.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

BIMSA

Deep Generative Models for Uncertainty Quantification in Function Approximation and PDE Problems

Explore deep generative models for quantifying uncertainty in function approximation and solving PDE problems with advanced mathematical techniques.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Computational Genomics Summer Institute CGSI

Deep Generative Models in Medicine - CGSI 2023

Explore deep generative models in medicine, covering robustness, interpretability, missing data, language models, and diffusion techniques for improved medical applications and research.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

INI Seminar Room 2

Geophysical Inversion Using Deep Generative Models

Explore advanced deep generative models for solving geophysical inversion problems with Prof. Stig Niklas Linde from Université de Lausanne in this specialized seminar.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

A Deep Generative Model for Molecular Graphs by Niloy Ganguly

Explores a deep generative model for molecular graphs using variational autoencoders, discussing its design, properties, and applications in drug discovery and molecule optimization.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Deep Generative Models - Lecture 5: Variational Autoencoders

Explore Variational Autoencoders (VAEs) in deep generative modeling, covering theoretical foundations and practical applications in this comprehensive Stanford lecture.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Deep Generative Models - Energy Based Models - Lecture 12

Explore energy-based models in deep learning, their applications, and theoretical foundations. Gain insights into this powerful approach for modeling complex data distributions.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Deep Generative Models - Energy Based Models - Lecture 14

Explore energy-based models in deep learning, their applications, and theoretical foundations. Gain insights from Stanford's expert on advanced generative modeling techniques.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Data Science Conference

Model Validation Using Deep Generation of Stress Data

Discover advanced techniques for model robustness validation through deep generative models, focusing on stress testing, performance assessment, and handling unlikely events in data science applications.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Black Hat

The Devil is in the GAN - Defending Deep Generative Models Against Adversarial Attacks

Exploring vulnerabilities in Deep Generative Models, this talk introduces a threat model for training-time attacks and demonstrates backdooring techniques, while proposing effective detection methods through static and dynamic inspections.

• YouTube
• 39 minutes
• Self-Paced
• Conference Talk

MITCBMM

Toward Brain Computer Interface - Deep Generative Models for Brain Reading

Explore deep generative models for brain reading, covering GAN implementation, image reconstruction from brain signals, and evolving latent codes using genetic algorithms.

• YouTube
• 46 minutes
• Self-Paced
• Free Video

Valence Labs

Identifiable Deep Generative Models via Sparse Decoding

Explore sparse VAE for unsupervised learning, uncovering identifiable latent factors in high-dimensional data. Discover theoretical guarantees and practical applications in various domains.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Institute for Advanced Study

Deep Generative Models for Bayesian Inference in Astrophysics

Explore how deep generative models can revolutionize Bayesian inference in astrophysics, from enhancing cosmological analysis to reconstructing AGN accretion disks with uncertainty quantification.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Deep Generative Models - Diffusion Models for Discrete Data - Lecture 18

Explore diffusion models for discrete data in this Stanford lecture, covering advanced techniques in deep generative modeling for AI applications.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Deep Generative Models - Energy Based Models - Lecture 11

Explore energy-based models in deep learning, their applications, and theoretical foundations. Gain insights from Stanford's expert on advanced generative modeling techniques.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video