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22summer-kdd's Introduction

Overview

product_train.csv

id locale title price brand color size model material author desc
T DE/JP/UK T T T T T

session_train.csv

prev_items next_item locale
id id DE/JP/UK

1、只基于ID序列的下一个物品推荐:难度系数0.8

==2、基于ID序列和单语言的下一个物品推荐:难度系数1.0==

3、基于ID序列和多语言的下一个物品推荐:难度系数1.2

4、基于ID序列和单语言的下一个标题预测:难度系数1.2

5、基于ID序列和多语言的下一个标题预测:难度系数1.4

Pipeline

  1. Make directory data under the project root. For instance,

    image-20230620132011366

  2. run command pip install -r requirements.txt Tested under Python3.9/3.10, CUDA 11.7 CUDNN8 are required for Tensorflow.

Preprocessing

cd preprocessing/

  1. run preprocessing.py may include warnings but will not impact the overall performance.
  2. run processing_nvt.py

Training

cd model/

  • For Tensorflow, run train.py
  • For Pytorch, run train_torch.py

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