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toyml's Introduction

toyML

介绍

工业界常见机器学习算法,实现:

  • Learning to Rank

    • LambdaGBDT
    • LambdaDNN
  • CTR预估

    • LR (Logistic Regression)
    • XGBoost + LR
    • DIN (Deep Interest Network)
  • Re-ranking 重排序

    • LambdaDNN
    • DLCM (Deep Listwise Context Model)
    • PRM (Personalized Re-ranking Model)
  • 召回

    • itemCF
    • node2vec
    • YouTubeDNN
    • SBCNM (Sampling-Bias-Corrected Neural Model)
    • DSSM (Deep Structured Semantic Model)

Hive-UDF实现tf.feature_column特征处理,包括:

  • 离线特征哈希,categorical_column_with_hash_bucket
  • 离散特征词典索引,categorical_column_with_vocabulary_list
  • 连续特征分箱,bucketized_column

toyml's People

Contributors

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