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Solutions

Embeddings for
Data Scientists

Use your Kumo Graph and Predictive Queries to generate high-quality bespoke vector embeddings for every entity in your business, including customers, suppliers, content, transactions, etc. In other words, vectorize your enterprise!

Without any ML expertise required

  • Use predictive queries to create state of the art GNN-powered vector embeddings that are purpose-built for the downstream ML problem you want to solve
  • Generate embeddings using multiple predictive queries jointly (multi-task learning) to improve their latent signal
  • Replace your dozens of complicated, brittle, and hard to manage feature engineering pipelines with a single pipeline that just updates your Kumo Graph and then retrieves the latest embeddings
  • Powered under the hood by the leading framework for graph deep learning, Pytorch Geometric

Downstream workflows turbocharged

  • Detecting anomalous activity
  • Ad-targeting, personalization, and information retrieval
  • Finding similar/duplicate user-generated content
  • Clustering and segmentation of customers, merchants, etc.
  • Impute missing data and otherwise improve enterprise data quality

Representative workflow

Query the future

Unleash the predictive power of your enterprise data

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