Two-Tower
#ML
ツータワーしたい!!
Google を支える推薦モデル「Two-Tower」とベクトル近傍検索技術 - YouTube
ML Session 2: Google を支える推薦モデル「Two-Tower」とベクトル近傍検索技術 | DevFest & Android Dev Summit Japan 2022 - YouTube
メルカリショップの例
word2vec + TF-IDF
https://gyazo.com/95c803249cd003186d2da413c0cadb0b
Two-Tower モデル作成の選択肢
TensorFlow Recommenders
映画のおすすめ：検索 | TensorFlow Recommenders
TensorFlow Hub
Universal Sentence Encoders for Q&A
https://cloud.google.com/recommendations?hl=ja
Two-Tower 組み込みアルゴリズムを使用してエンベディングをトレーニングする | Vertex AI | Google Cloud
Vertex AI Matching Engine | Google Cloud
Two-Tower
Swivel
TensorFLow Similarity
GitHub - tensorflow/similarity: TensorFlow Similarity is a python package focused on making similarity learning quick and easy.
Scale faster with less code using Two Tower with Merlin | by Radek Osmulski | NVIDIA Merlin | Medium
models/05-Retrieval-Model.ipynb at main · NVIDIA-Merlin/models · GitHub
Merlin/examples/Building-and-deploying-multi-stage-RecSys at main · NVIDIA-Merlin/Merlin · GitHub
Google Colab
リンクが切れてる
EDA_to_pipeline/two_tower_model_introduction.ipynb at main · giranntu/EDA_to_pipeline · GitHub
recommender-system-tutorial/recommender_system_tutorial.ipynb at main · xei/recommender-system-tutorial · GitHub
TensorFlow Recommenders
映画のおすすめ：検索 | TensorFlow Recommenders
Tensorflow Recommendersの精度を上げるためのテクニック
Tensorflow deep retrieval using Two Towers architecture | Google Cloud Blog
Training a recommendation model with dynamic embeddings — The TensorFlow Blog
新しいしやりたい