Computer Science Courses and Certifications

CS50 2012 - Week 3 Continued: Search Algorithms and Sorting Techniques

Explore efficient search and sorting algorithms, including linear and binary search, bubble sort, selection sort, and merge sort. Learn asymptotic notation for algorithm analysis.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Highly Optimized Quantum Circuits Synthesized via Data-Flow Engines

Explore highly optimized quantum circuit synthesis using data-flow engines. Learn about adaptive compression algorithms, efficient gate decomposition, and advanced simulation techniques for improved quantum computing performance.

• YouTube
• 1 hour 27 minutes
• Self-Paced
• Free Video

Optimizing the Internet

Explore strategies to optimize internet performance through network design, topology adjustments, and optical communications, reducing latency and costs while enhancing fault tolerance and efficiency.

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

Cryptocurrencies and Blockchains - The Science Behind the Technology

Explore the science behind blockchains, decentralized applications, and future trends with Stanford professor Dan Boneh in this comprehensive webinar on cryptocurrency technology.

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

Stanford Seminar 2022 - Self Attention and Non-Parametric Transformers

Explore self-attention and Non-Parametric Transformers with PhD students discussing Transformer origins, intuitions, and recent advancements in neural network architecture.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Stanford Seminar - Mixture of Experts Paradigm and the Switch Transformer

Explore the Mixture of Experts paradigm and Switch Transformer, revolutionizing deep learning with sparsely-activated models for improved efficiency and performance in language processing tasks.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Stanford Seminar - Computing with Physical Systems

Explores Physical Neural Networks and training complex physical systems for machine learning, showcasing experiments in mechanical, electronic, and photonic systems for tasks like handwritten-digit classification.

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

Stanford Seminar - Dataflow for Convergence of AI and HPC - GroqChip

Explore dataflow history, AI-HPC convergence, and Groq's tensor streaming processor architecture. Learn about stream programming, deterministic execution, and distributed scale-out systems for efficient deep learning computations.

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

Stanford Seminar - Recent Progress in Verifying Neural Networks, Zico Kolter

Explore recent advancements in neural network verification, focusing on robustness and safety validation. Learn about innovative approaches that significantly speed up the verification process for medium-sized networks.

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

Safety and Liveness of Robot Behaviors

Explore formal methods for designing robots, guaranteeing behavior, and identifying potential issues. Learn about safety and liveness properties in robotic systems, including multi-robot and human-robot interactions.

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

Stanford Seminar - Accelerating ML Recommendation with Over a Thousand RISC-V-Tensor Processors

Explore Esperanto's innovative 7nm chip with 1000+ RISC-V processors, designed for efficient ML recommendation. Learn about its architecture, performance, and energy-saving features.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Stanford Seminar - Is Google Search Dying?

Explore the debate on Google Search's effectiveness with insights from Dmitri Brereton and Google's Danny Sullivan, addressing concerns and discussing the future of web search.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Interactive Imitation Learning: Planning Alongside Humans

Interactive imitation learning for robots: tackling feedback-driven covariate shift and predicting human intent using graph neural networks, with applications in self-driving vehicles.

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

Stanford Seminar - Microprocessors

Explore the history and impact of the 4004 microprocessor with insights from industry pioneers, covering its development, architecture, and influence on modern computing.

• YouTube
• 1 hour 31 minutes
• Self-Paced
• Free Video

Improving Natural Language Understanding Through Adversarial Testing

Explore adversarial testing in natural language understanding to challenge and improve AI systems. Learn to identify weaknesses and develop robust models for real-world applications.

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