Generative Modeling Courses and Certifications

Strange Loop Conference

Ceptre - A Language for Modeling Generative Interactive Systems

Explore Ceptre, a formal language for modeling interactive systems, game design, and program rules, with applications in game development and balance evaluation.

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

Alexander Amini

Deep Generative Modeling

Explore deep generative modeling, including autoencoders, VAEs, GANs, and diffusion models. Learn about latent variables, training techniques, and recent advances in generative AI.

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

Alexander Amini

Deep Generative Modeling - MIT 6.S191 Lecture 4

Explore deep generative modeling, including autoencoders, VAEs, GANs, and recent advances. Learn about latent variables, training techniques, and applications in AI-driven content creation and data analysis.

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

AWS Events

Threat Modeling Generative AI Workloads for Security Risk Evaluation

Discover practical threat modeling approaches for securing generative AI workloads on AWS, with hands-on demonstrations using Amazon Bedrock and actionable implementation steps.

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

Harvard CMSA

Generative Modeling and Physical Processes - From Diffusion Models to Electrostatic Applications

Delve into advanced generative modeling techniques for complex scientific applications, exploring diffusion models, electrostatic models, and their applications in molecular structures and image generation.

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

Valence Labs

Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations

Explore score-based generative modeling for graphs using stochastic differential equations. Learn about graph diffusion, forward and reverse processes, and applications in molecule generation.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Broad Institute

Generative AI for Modeling Single-Cell Responses

Explore generative AI applications in single-cell response modeling, covering data integration, representation learning, and multiomics analysis for biomedical insights.

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

Alexander Amini

Deep Generative Modeling - MIT 6.S191 Lecture 4

Explore deep generative modeling with Ava Amini, covering key concepts and applications in this MIT 6.S191 lecture on creating new data from learned distributions.

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

Generative Models - Representation Learning Meets Generative Modeling - Lecture 15

Explore the intersection of representation learning and generative modeling through VAEs and latent variables in this MIT deep learning lecture.

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

USENIX

Found in Translation - A Generative Language Modeling Approach to Memory Access Pattern Attacks

Discover how generative language models can exploit memory access patterns in confidential computing to reconstruct private data with up to 99.9% accuracy.

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

Open Data Science

Denoising Diffusion-Based Generative Modeling

Explore diffusion-based generative modeling, its advantages over other approaches, and applications in image generation and inverse problems. Learn about score functions, training methods, and recent advancements.

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

Databricks

Generative Hyperloop Design - Managing Massively Scaled Simulations for Demand Modeling

Explore large-scale simulation framework for Hyperloop design, utilizing cloud computing, data pipelines, and machine learning to address key technical and business questions for safe and efficient mass transportation.

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

Institute for Pure & Applied Mathematics (IPAM)

Bridging Scales in Materials Modeling with Atomistic Simulations, Information Theory, and Generative Models

Explore advanced techniques for bridging scales in materials modeling using atomistic simulations, information theory, and generative models in electrochemical systems.

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

Institute for Pure & Applied Mathematics (IPAM)

Exponential Concentration in Quantum Generative Modeling and Quantum Kernel Methods

Explore exponential concentration in quantum generative modeling and kernel methods, examining causes, consequences, and the impact of shot noise on these quantum machine learning models.

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

APS Physics

Deep Generative Modeling for HEP, Cosmology and Fluid Dynamics

Explore deep generative modeling applications in high-energy physics, cosmology, and fluid dynamics with insights from NERSC expert Karthik Kashinath.

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