recommenders-team/recommenders

How to generate context embedding for DKN?[ASK]

Open

#1,246 opened on Nov 16, 2020

View on GitHub
 (5 comments) (0 reactions) (0 assignees)Python (2,972 forks)batch import
help wanted

Repository metrics

Stars
 (17,706 stars)
PR merge metrics
 (Avg merge 6d 16h) (10 merged PRs in 30d)

Description

Description

I notice that context embedding is not used in the dkn_deep_dive.ipynb. But as DKN article describes, context embedding can improve the quality of the model. I wonder how we can generate a context embedding for DKN using MIND dataset?

Other Comments

Contributor guide

Research direction
Review the DKN paper section on context embedding and examine the MIND dataset features to construct context vectors. Then integrate them into the existing DKN model in the notebook.
Tech stack
python
Domain
aibackend
Issue type
Research
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
1
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
Under 1 hour
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
Active
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
Mostly clear
Prerequisites
Pythonrecommender systems
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
70