deepRecModel

require

• tf.version=1.14.0
• spark.version>=2.2.1
• scala.version>=2.11.12

python model Lib

• models for recommendation system
• use tf.Estimator：分布式训练接口
• use dataset of Movielens-1M

implemented Models：

• recall model: LR, CF, MF

• rank model:

  • FM系列：FM, FFM, deepFM, xDeepFM,
  • 多目标：ESSM，MMoE, PLE

spark model Lib

• FM-spark
• FFM-spark
• deepFM-spark

to do list:

- FM系列：NFM, AFM, BiFFM,  AoFFM, NeuralFFM
- wide&deep：WDL
- 双塔：DSSM
- 序列模型：DIN, DIEN, BST
- graph embedding: word2vec, item2vec, deepwalk, node2vec, EGES
- DCN
- NCF
- PNN
- FNN
- MIND
- GNN : graphSage, pinSage