YouTube Courses

Silicon Valley and the U.S. Government: Interview with Sue Gordon - Stanford Seminar

Sue Gordon, former top intelligence officer, discusses government-industry collaboration and innovation in national security, sharing insights from her extensive career in intelligence agencies.

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

Silicon Valley and the U.S. Government - Interview with Former JSOC Commander Scott Howell

Former JSOC Commander Scott Howell discusses interoperability, standardization, and joint special operations tactics in this Stanford seminar on Silicon Valley and U.S. government collaboration.

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

Demystifying Mixtral of Experts - Stanford CS25 Lecture

Explore Mixtral 8x7B, a Sparse Mixture of Experts model, with Albert Jiang. Learn about its architecture, expert routing, and how it processes 47B parameters while using only 13B during inference.

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

Natural Gas: From History to Future Impacts - Understand Energy Lecture

Comprehensive lecture on natural gas covering history, sources, systems, environmental impact, economics, and future trends. Aims to build energy literacy for addressing climate change and sustainability issues.

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

Arithmetic Coding - Stanford EE274 Data Compression I Lecture 6

Explore arithmetic coding in data compression, covering theory and applications. Learn from Stanford experts about this advanced technique for efficient information encoding.

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