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Network Engagement

Open problem statements:

Roadmap - Network Engagement

Roadmap - Network Engagement

Introduction of people affinity cohort based on all connections

People Affinity

Introduction of new people based post features (stream, cohort, engaged in x time period) - optimises for people interaction in feed algo

Feature Engg

Introduction of new post features (auto OM type, tag affinity) - optimises for content interaction in feed algo

Feature Engg

Improve training and refresh frequency

People Affinity

Introduction of DS model optimising for profile view

Objective Function

Rolling out Shuffling layer to 100% users - with network supply < 50

Feed algo

Separate stream for people affinity. Last 15 days posts sorted by people affinity score.

Introduction of DS model optimising for post detail open

Objective Function

Intoduction of different pseudo-network cohorts

Pseudo-network

Introduction of differential weighting in model merging logic

Model Merging

AutoOM redesign

Improvements in people affinity stream

Include profile view graph in people affinity

People Affinity

Introduction of new post features (tag affinity score) - optimises for content interaction in feed algo

Feature Engg

Addition of people affinity scores as features prioritization

Feature Engg

Merging logic experiments for addition of multiple models

Model Merging

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