Google TechTalks Courses

Control, Confidentiality, and the Right to be Forgotten in Differential Privacy for Machine Learning

Explore data deletion, confidentiality, and control in machine learning, focusing on differential privacy and its implications for user rights and model retraining.

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

Analog vs. Digital Epsilons: Implementation Considerations for Differential Privacy

Explore implementation considerations for differential privacy, focusing on analog vs. digital epsilons in machine learning applications.

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

Private Convex Optimization via Exponential Mechanism - Differential Privacy for Machine Learning

Explore private convex optimization using the exponential mechanism. Learn differential privacy, noisy SGD, and isoperimetric inequality for ML applications.

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

Privacy-Aware Compression for Federated Learning

Explore privacy-aware compression techniques for federated learning, addressing challenges and implementing local differential privacy mechanisms to enhance data protection in collaborative AI.

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

Federated Learning with Formal User-Level Differential Privacy Guarantees

Explore federated learning with user-level differential privacy guarantees. Discover scalable algorithms for industrial workloads in data privacy and machine learning.

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

Heterogeneity-Aware Algorithms for Federated Optimization

Explore heterogeneity-aware algorithms for federated optimization, addressing data, communication, and computational challenges in distributed learning environments.

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

Federated Learning and Analytics at Google - Workshop Introduction

Explore federated learning and analytics at Google, focusing on privacy principles, data minimization, and innovative techniques for decentralized machine learning.

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

Robust Design Discovery and Exploration in Bayesian Optimization

Explore data-driven methods for robust design discovery and optimization, focusing on Bayesian techniques that efficiently handle uncertainties and adversarial scenarios in various scientific domains.

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

How I Wrote 10,000 Lines of Go in a Weekend

Discover techniques for rapidly writing extensive Go code, drawing insights from a developer's weekend coding marathon.

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

BlocksCAD: Math, Coding, and Design in 3D Modeling - Blockly Developer Summit 2023

Explore BlocksCAD, a tool combining math, coding, and design for 3D modeling. Learn about projects, teacher resources, and collaborative features.

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

Blockly Themes for Accessibility - Day 2 Session 2

Explore Blockly themes for enhanced accessibility, focusing on color vision deficiency and customization options in visual programming environments.

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

2023 Blockly Developer Summit - Revisiting Performance in Blockly

Explore performance improvements in Blockly, focusing on App Inventor's migration and methodology for enhancing block-based programming efficiency.

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

Cubi - Extending Blockly for Teachers

Discover how Cubi extends Blockly to empower teachers in creating interactive coding exercises and customizing block-based programming environments.

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

Onboarding New Users in Blockly - 2023 Developer Summit Day 2

Explore MakeCode's user onboarding strategies, UX principles, and implementation techniques for improved developer experience in block-based coding environments.

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

Blockly Generators: Past, Present, and Future - 2023 Developer Summit

Explore the evolution and future of Blockly generators in this Google TechTalk, gaining insights into their development and potential advancements.

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