Scaling deep retrieval with TensorFlow Recommenders and Vertex AI Matching Engine

Posted by Jeremy Wortz, ML specialist, Google Cloud & Jordan Totten, Machine Learning Specialist

Cross posted from Google Cloud AI & Machine Learning

In a previous blog, we outlined three approaches for implementing recommendation systems on Google Cloud, including (1) a fully managed solution with Recommendations AI, (2) matrix factorization from BigQuery ML, and (3) custom deep retrieval techniques using two-tower encoders and Vertex AI Matching Engine. In this blog, we dive deep into option (3) …

ai blog cloud cloud ai fully managed google google cloud machine machine learning managed matrix recommendation recommendations recommendation systems recommenders retrieval scaling solution specialist systems tensorflow tensorflow recommenders vertex-ai