Personalized content feed ranking

Ranks recommended content items for user feed based on collaborative filtering, content similarity, and engagement signals.

AA clean typed decision (yes/no, a pick from a list, or a level on a scale) that is concrete, repeats routinely, and has meaningful value.5.56

Key facts

Vertical
Agencies, media & creators
Function
Personalization & CRO
Status
Seen in the wild
Volume
high
Value
major
Risk
moderate
Evidence
described plan
Flags
check-fit

Source: https://docs.shaped.ai/docs/v2/query_reference/feeds

Build this with a classifier

Define a typed decision with a bounded answer, then evaluate it on examples.

{
  "decision_type": "choice",
  "question": "Does this input match the decision in “Personalized content feed ranking”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

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