Energy-Based Models Courses and Certifications

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Alfredo Canziani

Structured Prediction with Energy Based Models

Explore energy-based models for structured prediction, covering factor graphs, efficient inference, Graph Transformer Networks, loss functions, and variational inference in deep learning applications.

• YouTube
• 2 hours 8 minutes
• On-Demand
• Free Video

Institute for Advanced Study

Your Brain on Energy-Based Models - Applying and Scaling EBMs to Problems

Explore energy-based models in machine learning, covering applications, scaling techniques, and their impact on classification, calibration, and robustness in AI systems.

• YouTube
• 45 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Learning Energy-Based Models of High-Dimensional Data - 2002

Explore energy-based models for high-dimensional data analysis. Learn about deterministic networks, perceptual inference, and efficient learning techniques for large-scale models.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Joint Energy-based Models for Speech

Explore generative models, focusing on Energy-based Models and Joint Energy-based Models for speech, with potential applications in multiple tasks.

• YouTube
• 12 minutes
• On-Demand
• Free Video

Alfredo Canziani

Contrastive Methods and Regularised Latent Variable Models

Explore contrastive methods and regularized latent variable models in energy-based models, covering self-supervised learning, autoencoders, sparse coding, and variational techniques for advanced machine learning applications.

• YouTube
• 1 hour 39 minutes
• On-Demand
• Free Video

Institute for Advanced Study

Energy-Based Approaches to Representation Learning - Yann LeCun

Explore energy-based approaches to representation learning with Yann LeCun, covering self-supervised learning, video prediction, and sparse modeling in high-dimensional spaces.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Yannic Kilcher

Concept Learning with Energy-Based Models

Explore energy-based models for concept learning, focusing on their ability to generalize, reason abstractly, and solve problems creatively with limited data through inference-time optimization.

• YouTube
• 39 minutes
• On-Demand
• Free Video

Alfredo Canziani

Energy Based Models and Self-Supervised Learning

Explore energy-based models, latent variables, and self-supervised learning. Dive into EBM training, inference, and comparison with probabilistic models. Discover contrastive methods and applications like K-means and BERT.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Learning Energy-Based Models of High-Dimensional Data

Discover how Geoffrey Hinton approaches energy-based models for complex, high-dimensional data analysis and machine learning applications.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Valence Labs

Consistent Sampling and Simulation - Molecular Dynamics with Energy-Based Diffusion Models

Explore energy-based diffusion models for molecular dynamics, addressing score inconsistencies through Fokker-Planck regularization for improved biomolecular sampling.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Alfredo Canziani

Joint Embedding Method and Latent Variable Energy Based Models

Explore joint embedding methods and latent variable energy-based models with Yann LeCun. Learn about predictive systems, inference, probabilistic models, and various training techniques for advanced machine learning applications.

• YouTube
• 1 hour 52 minutes
• On-Demand
• Free Video

Alfredo Canziani

Latent Variable Energy Based Models - Inference

Explore Latent Variable Energy Based Models and inference techniques, focusing on energy functions, manifold generation, and free energy computation in unconditional cases.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video