English Courses

Convex Optimization I - Lecture 2

Explore advanced convex optimization techniques with Stanford's Stephen Boyd. Dive deep into mathematical concepts and practical applications in electrical engineering and beyond.

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

Convex Optimization I - Lecture 5

Explore advanced optimization techniques with Professor Stephen Boyd, focusing on convex problems and their applications in engineering and beyond.

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

Convex Optimization I - Lecture 4

Explore advanced convex optimization techniques with Stanford's Professor Stephen Boyd, focusing on practical applications in engineering and data science.

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

Convex Optimization I - Lecture 6

Explore advanced convex optimization techniques with Stanford's Stephen Boyd. Dive deep into mathematical concepts and practical applications in this comprehensive lecture series.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Convex Optimization I - Lecture 8

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering and beyond.

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

Convex Optimization I - Lecture 7

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering and beyond.

• YouTube
• 1 hour 21 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