English Courses

Divide and Conquer - Concept-based Models for Efficient Transfer Learning

Exploring concept-based interpretable AI models for efficient transfer learning in healthcare, focusing on generalizability and minimal data requirements for domain adaptation in medical imaging.

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

Replication Strategies for More Robust Human Simulation - Stanford Seminar

Exploring replication strategies to enhance robustness of human behavior simulations using Large Language Models, focusing on perturbation and iteration techniques.

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

When Design Equals Planning - Computational Approaches to Robot Design

Exploring the intersection of robot design and planning, this seminar discusses computational approaches to simplify design processes and make formal statements about design feasibility across various robotic systems.

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

Shaping the Future of AI from the History of Transformer Architectures - Stanford CS25

Explore the evolution of Transformer architectures and AI development with OpenAI researcher Hyung Won Chung, focusing on historical motivations and future projections in the field.

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

Keeping Your Heart Healthy - Cardiovascular Disease Prevention Strategies

Discover strategies for cardiovascular health, including risk factor management, exercise importance, diagnostic tests, and glucose control, with insights from a preventive cardiology expert.

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

Towards Safe and Efficient Learning in the Physical World - Stanford Seminar

Exploring safe Bayesian optimization and model-based deep reinforcement learning for efficient, safe online learning in real-world applications like robotics and laser tuning.

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

Data Compression - Video Compression - Lecture 18

Explore video compression techniques, including motion estimation and compensation, in this Stanford lecture on advanced data compression methods for efficient multimedia storage and transmission.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Data Compression I - Course Introduction and Lossless Compression Basics - Lecture 1

Introduction to lossless data compression fundamentals, covering key concepts and techniques for efficient information storage and transmission.

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

Data Compression I - Lecture 5: Asymptotic Equipartition Property

Explore the Asymptotic Equipartition Property in data compression, a fundamental concept for understanding information theory and efficient coding techniques.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

Context-based Arithmetic Coding and LLM Compression - Stanford EE274 Lecture 9

Explore context-based arithmetic coding and compression techniques for large language models in this advanced lecture on data compression theory and applications.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

Data Compression I - Lecture 4: Huffman Codes

Explore Huffman coding, a fundamental data compression technique, in this Stanford lecture. Learn its principles, implementation, and applications in information theory.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Humans and Compression - Lecture 17

Explores the intersection of human perception and data compression, discussing how understanding human sensory systems influences compression techniques for audio, images, and video.

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

Data Compression I - Lecture 3: Kraft Inequality, Entropy, and Introduction to SCL

Explore Kraft Inequality, entropy, and Source Coding Limit in data compression. Gain insights into fundamental concepts and their applications in information theory and coding.

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

Stanford EE274: Data Compression - Beyond IID Distributions: Conditional Entropy - Lecture 8

Explore conditional entropy and advanced data compression techniques beyond IID distributions in this Stanford lecture, enhancing understanding of complex information theory concepts.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

LZ and Universal Compression - Lecture 10

Explore Lempel-Ziv algorithms and universal compression techniques in this Stanford lecture, delving into advanced data compression theory and applications.

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