YouTube Courses

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
• On-Demand
• 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
• 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 - 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
• On-Demand
• 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
• On-Demand
• 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
• 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

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

The Human Factors of Formal Methods - Stanford Seminar

Exploring human-centered approaches to improve formal methods' usability in software development, addressing cognitive challenges and misconceptions to enhance adoption by non-experts.

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

Aligning Open Language Models - Stanford CS25 Lecture

Explore the evolution of open language models, covering key techniques, datasets, and models like Alpaca and QLoRA. Gain insights into the future of aligning these models for easier use.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Towards Trusted Human-Centric Robot Autonomy - Stanford Seminar

Exploring human-centric robot autonomy: balancing safety and fluency in interactions. Insights on data-driven safety concepts and legible robot behavior for prosocial human-robot engagement.

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

Clearing the Air: Managing Respiratory Viral Infections

Learn effective strategies for managing respiratory viral infections, including symptom relief and when to seek medical help. Dr. Stafford shares expert insights on chronic cough and home care techniques.

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

Convex Optimization I - Lecture 1

Explore fundamental concepts of convex optimization with Stanford's Stephen Boyd. Gain insights into this powerful mathematical technique for solving complex problems efficiently.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video