Google TechTalks Courses

Introduction to Length-Constrained Expanders and Expander Decompositions

Explore length-constrained expanders and expander decompositions, powerful tools for fast graph and network optimization algorithms. Learn their applications and potential in solving complex problems.

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

A Nearly Tight Analysis of Greedy k-means++

Explore the greedy k-means++ algorithm's performance, analyzing its approximation guarantees and comparing it to the original k-means++ method for solving the k-means problem.

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

Improved Feature Importance Computation for Tree Models Based on the Banzhaf Value

Explore advanced feature importance computation for tree models using the Banzhaf value, offering faster algorithms and improved numerical robustness compared to Shapley value-based methods.

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

A Unifying Theory of Distance to Calibration

Explore a rigorous framework for analyzing calibration measures in probabilistic predictors, examining consistent measures and establishing fundamental bounds on measuring calibration distance.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Dynamic Graph Sketching: To Infinity and Beyond

Explore graph sketching algorithms for massive-scale graph computation, focusing on connected components and practical implementation challenges.

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

Zero-effort Type-safe Parsing of JSON and XML in Go - Zürich Go Meetup

Explore go-jsonstruct and go-xmlstruct for effortless generation of Go structs to parse JSON/XML, enhancing type safety and efficiency in data handling.

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

Run Go Programs on Your Raspberry Pi with Gokrazy

Deploy Go programs as appliances on Raspberry Pi or PC using gokrazy. Learn about disk usage, runtime behavior, supported platforms, and potential applications.

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

Let's Build a Game with Go - Zürich Go Meetup

Explore game development with Go and TinyGo through a live hardware demonstration, showcasing practical applications in embedded systems.

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

Auto-bidding in Online Advertising: Campaign Management and Fairness

Explore auto-bidding strategies in digital advertising, focusing on conversion maximization, ROI constraints, and fairness in auction outcomes. Learn efficient algorithms for multi-channel optimization.

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

Online Covering: Secretaries, Prophets and Universal Maps

Explore polynomial-time algorithms for online covering IPs, including random-order constraints and prophet versions, with applications to universal maps and competitive ratios.

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

Tree Learning: Optimal Algorithms and Sample Complexity - Hierarchical Clustering and PAC Learning

Explore optimal algorithms and sample complexity for learning hierarchical tree representations from labeled data, covering PAC learning, online learning, and efficient tree classifier construction.

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

A Fast Algorithm for Adaptive Private Mean Estimation in Machine Learning

Explore adaptive private mean estimation with a fast algorithm, focusing on optimal convergence rates, computational efficiency, and adaptability beyond sub-Gaussian distributions.

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

Scaling DeFi with Radix Protocol - Web3 Talks

Explore Radix protocol's approach to scaling DeFi for global finance with CEO Piers Ridyard. Gain insights on permissionless systems, development velocity, and innovative solutions to crypto challenges.

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

Fast Neural Kernel Embeddings for General Activations

Explore fast sketching methods for approximating multi-layered NNGP and NTK matrices with various activation functions, overcoming limitations of prior works and achieving significant speedups.

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

Pathwise Conditioning and Non-Euclidean Gaussian Processes

Explore advanced Gaussian process techniques for efficient Bayesian optimization, including pathwise conditioning and models on graphs and manifolds, enhancing decision-making in complex settings.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video