AI Academy AI-100 3 Scaling AI at LinkedIn

سرفصل های دوره

01 - Introduction

01 - The LinkedIn AI Academy Applying AI at scale

02 - Applications of AI at LinkedIn

02 - 1. Data Representation Applications

01 - LinkedIn Economic Graph

02 - Standardization part 1 Information extraction and entity resolution

03 - Standardization part 2 GNN applications

04 - Content understanding Topic modeling and representing content as embeddings

03 - 2. Application 1 Building Professional Communities

01 - PYMK and follow recommendations

02 - Helping creators

03 - Optimizing feeds and notifications to nurture communities

04 - Ads for monetizing the feed

04 - 3. Application 2 Jobs Marketplace

01 - Job seeker recommendations and notifications

02 - LinkedIn Learning recommendations

03 - Recruiter

04 - Jobs marketplace optimization

05 - 4. Industrialization

01 - Tech stack Offline, online, and nearline components

02 - Anomaly detection

03 - AB testing

06 - 5. Building Trusted AI Products Responsibly

01 - Spam classification

02 - Fake accounts

03 - Bias in AI models Fairness

04 - Explainability

07 - Conclusion

01 - Continuing on with learning AI

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تولید کننده: LinkedIn Learning (Lynda)