Machine Learning for moonshots.

Counter Abuse Technology: protect Google users and Google.

Examples:

• Gmail: led Machine Learning for Gmail spam and phishing prevention.

• Google Play: Reformed ranking manipulation prevention on Google Play. Cleaned top charts and reviews.

• Developer Abuse: Started behaviorial modeling of developers. Fought against Google Cloud fraudsters, OAuth, API abusers, etc;

• Account Safety: improves visibility for account hijacking

YouTube Ads

• Bidirectional channel-user recommendation (by serving ads)

• Automatic video trailer generation

Waymo (20%)

• Motion planning improvement