English Courses

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 - Lecture 2: Background

Explore fundamental concepts and background for deep generative models, covering essential topics to build a strong foundation in this advanced machine learning field.

• YouTube
• 1 hour 20 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 - Normalizing Flows - Lecture 9

Explore normalizing flows in deep generative models, focusing on their principles, applications, and recent advancements in this Stanford lecture by Prof. Stefano Ermon.

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

Deep Generative Models - Lecture 10: GANs

Explore Generative Adversarial Networks (GANs) in deep learning, covering their architecture, training process, and applications in image generation and beyond.

• YouTube
• 1 hour 28 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

Deep Generative Models - Lecture 8: GANs

Explore Generative Adversarial Networks (GANs) in deep learning, covering their architecture, training process, and applications in image generation and beyond.

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

Deep Generative Models - Lecture 6: Variational Autoencoders

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

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

Evaluation of Generative Models - Stanford CS236 Deep Generative Models Lecture 15

Explore evaluation methods for deep generative models, including metrics and techniques to assess model performance, quality, and effectiveness in various applications.

• YouTube
• 1 hour 22 minutes
• 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

Stanford CS236: Deep Generative Models - Lecture 7 - Normalizing Flows

Explore normalizing flows in deep generative models with Stanford's Stefano Ermon. Learn advanced techniques for creating flexible and expressive probability distributions in machine learning.

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

Stanford CS236 - Deep Generative Models - Lecture 1: Introduction

Explore deep generative models with Stanford's Prof. Ermon. Learn key concepts, applications, and cutting-edge techniques in this comprehensive introduction to a rapidly evolving field of AI.

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

Intuitions on Language Models and Shaping AI's Future - Stanford CS25 Lecture

Explore intuitions on language models and the evolution of Transformer architectures with OpenAI researchers. Gain insights into next-word prediction, scaling laws, and the future of AI development.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

The Rise of the Robot Waiter - Extending the Job Characteristics Model in the Age of Automation

Explore groundbreaking research on how robot waiters transform workplace dynamics, job satisfaction, and employee performance in the service industry through empirical studies and theoretical frameworks.

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

Introduction to Energy Policy and Policy Instruments

Explore the complexities of energy policy, from policy instruments and energy justice to political dynamics and intergovernmental coordination in sustainable energy transitions.

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