LinkedIn Economic Graph

The LinkedIn AI Academy: Applying AI at scale

Applications of AI at LinkedIn

Standardization part 1: Information extraction and entity resolution

Standardization part 2: GNN applications

Content understanding: Topic modeling and representing content as embeddings

PYMK and follow recommendations

Helping creators

Optimizing feeds and notifications to nurture communities

Ads for monetizing the feed

Job seeker: recommendations and notifications

LinkedIn Learning recommendations

Recruiter

Jobs marketplace optimization

Tech stack: Offline, online, and nearline components

Anomaly detection

A/B testing

Spam classification

Fake accounts

Bias in AI models: Fairness

Explainability

Continuing on with learning AI