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Merlin Models is a collection of deep learning recommender system model reference implementations

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# 🚀 Feature request Currently the `TwoTowerModel` supports in the user/query tower user features (e.g. user id, user demographic features) and/or query features (time features, contextual features). This request is...

status/needs-triage
P1

# 🚀 Feature request Adding feature-level attention to Merlin-models. ## Motivation In our retrieval experiments we had multiple instances where a simple MF-model was outperforming a Two-Tower model. We suspect...

status/needs-triage

### Description This goal is to be able to compute ranking metrics for models trained with the binary task. **Additional context** One possible solution is to have a post-processing step...

area/ranking
area/research

Evaluation of runtime and AUC. Outcome is a proposal for how to improve performance and a measurement of the performance gap.

area/performance

# ❓ Questions & Help I'm trying several different docker base - merlin / tensorflow / rapidsai / nvidia... but I kept fail to avoid version issue & driver issue....

status/needs-triage

# ❓ Questions & Help Using merlin tensorflow container to build a docker image but it shows an error: ``` 2023-12-22, 04:15:17 KST] {pod_manager.py:203} INFO - Traceback (most recent call...

status/needs-triage

### Bug description when the model (it is transformer based XLNet model that we are training) is loaded and saved again, the argument names disappear (become 'args_0, args_0_1 etc) and...

bug
status/needs-triage
P0

# ❓ Questions & Help ## Details I have a dataset with only positive implicit feedbacks and I would like to train a ranking model on these data. How to...

status/needs-triage

### Bug description After a training which seems to be ok, the ranking model predict constant. ### Steps/Code to reproduce bug ``` import nvtabular as nvt import merlin.models.tf as mm...

bug
status/needs-triage

### Bug description Merlin Model does not install all dependencies. E.g it is not possible to execute the Jupyter Notebook examples/01-Getting-started.ipynb. ### Steps/Code to reproduce bug 1. Set up a...

bug
status/needs-triage