Merlin 22.12

Issues

• Create a preprocessing notebook for AliCCP dataset based on the research preprocessing scripts

  NVIDIA-Merlin/Merlin#674 · Filter by author gabrielspmoreira opened on Oct 13, 2022 · Merlin 22.12
  

• Create a STL/MTL ranking training/eval script for AliCCP preprocessed dataset based on the research scripts

  NVIDIA-Merlin/Merlin#675 · Filter by author gabrielspmoreira opened on Oct 13, 2022 · Merlin 22.12
  

• Run hypertuning experiments for the STL ranking models: MLP, Wide&Deep, DCN-v2, DeepFM, DLRM for AliCCP dataset

  NVIDIA-Merlin/Merlin#676 · Filter by author gabrielspmoreira opened on Oct 13, 2022 · Merlin 22.12
  

• Run hypertuning experiments for the MTL ranking models: MMoE, PLE for AliCCP dataset

  NVIDIA-Merlin/Merlin#677 · Filter by author gabrielspmoreira opened on Oct 13, 2022 · Merlin 22.12
  

• Example notebook of how to train Multi-Task Learning ranking models with Merlin Models

  NVIDIA-Merlin/Merlin#682 · Filter by author gabrielspmoreira opened on Oct 13, 2022 · Merlin 22.12
  

• Update the existing examples to use the refactored retrieval models (V2)

  NVIDIA-Merlin/Merlin#684 · Filter by author gabrielspmoreira opened on Oct 13, 2022 · Merlin 22.12
  

• Create a generic retrieval train/eval script based in the original retrieval research script with the refactored retrieval models (V2)

  NVIDIA-Merlin/Merlin#688 · Filter by author gabrielspmoreira opened on Oct 13, 2022 · Merlin 22.12
  

• When training ranking models, should we use explicit negative samples or negative samples sampled from the batch, or provided by the retrieval model?

  NVIDIA-Merlin/Merlin#669 · Filter by author viswa-nvidia opened on Oct 12, 2022 · Merlin 22.12
  

• Offline Batch Processing - Create an abstraction that allows for creating a common data type

  NVIDIA-Merlin/Merlin#461 · Filter by author viswa-nvidia opened on Jul 15, 2022 · Merlin 22.12

• Offline Batch Processing - Create required operator level functions (predict, my_input_type, transform_df, etc...)

  NVIDIA-Merlin/Merlin#462 · Filter by author viswa-nvidia opened on Jul 15, 2022 · Merlin 22.12

• Offline Batch Processing - Create an executor that will run the ops in the graph.

  NVIDIA-Merlin/Merlin#463 · Filter by author viswa-nvidia opened on Jul 15, 2022 · Merlin 22.12

• Offline Batch Processing - Create common data type to support operators across frameworks

  NVIDIA-Merlin/Merlin#505 · Filter by author viswa-nvidia opened on Aug 5, 2022 · Merlin 22.12

• [Task] Update Merlin Schema to include inputs, outputs, other metadata

  NVIDIA-Merlin/Merlin#640 · Filter by author EvenOldridge opened on Oct 5, 2022 · Merlin 22.12
  2

  

• WIP: Add Merlin concepts information

  documentation
  Unread
  NVIDIA-Merlin/Merlin#731·mikemckiernan opened Nov 14, 2022 · Updated Jan 30, 2023·Draft
  11

  

• [Task] Transformer-session-based End2End Example with Merlin Models and Merlin Systems

  examples
  NVIDIA-Merlin/Merlin#694 · Filter by author bschifferer opened on Oct 18, 2022 · Merlin 22.12
  1

  

• Update the research STL/MTL ranking training script to use the latest API (PredictionBlock instead of PredictionTask)

  NVIDIA-Merlin/Merlin#917 · Filter by author gabrielspmoreira opened on Oct 13, 2022 · Merlin 22.12
  1