Google TechTalks Courses

The Data Minimization Principle in Machine Learning

Explore data minimization in machine learning, its challenges, and practical implementations. Examine optimization-based formalization and applications in high-stakes domains, revealing insights on privacy and efficiency.

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

Low Cost High Power Membership Inference Attacks

Explore robust, efficient membership inference attacks for machine learning privacy risk assessment. Learn to differentiate population and training data with minimal computational overhead.

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

Design is Testability - Understanding Software Testing Through Design Principles

Explore software design's impact on testability, linking design concepts to testing strategies for effective automated testing in continuous integration systems.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Limitations of Stochastic Selection with Pairwise Independent Priors

Explore stochastic selection problems with pairwise-independent priors and matroid constraints, examining limitations and optimal bounds for contention resolution and prophet inequalities.

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

NASA CARA - Air Traffic Control in Space

Explore NASA's orbital collision avoidance technology, its core algorithms, and importance in managing Earth-orbiting satellite traffic.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

How Your Brain Processes Code - A Cognitive Perspective on Programming

Explore cognitive aspects of programming, understanding how the brain interprets code to enhance reading and learning new languages. Gain insights for improved code interaction.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Fixed-point Error Bounds for Mean-payoff Markov Decision Processes

Explore optimal transport techniques for deriving finite-time error bounds in reinforcement learning, focusing on mean-payoff Markov decision processes and stochastic fixed point iterations.

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

One Tree to Rule Them All: Polylogarithmic Universal Steiner Trees and Strong Sparse Partition Hierarchies

Explore polylogarithmic universal Steiner trees and strong sparse partition hierarchies. Learn about new constructions improving approximation guarantees and matching logarithmic lower bounds.

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

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video