[Project] Improving deep learning for tabular data with numerical embeddings (FT-Transformer)

This page summarizes the projects mentioned and recommended in the original post on /r/MachineLearning

InfluxDB - Power Real-Time Data Analytics at Scale
Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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WorkOS - The modern identity platform for B2B SaaS
The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
workos.com
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  • TabTransformerTF

    TensorFlow implementation of TabTransformer

  • I've written a post that describes the numerical embeddings in more depth, looks at the explainability aspect, and shows how to train it with my tabtrasnformertf package. Here's a link if you're interested - https://towardsdatascience.com/improving-tabtransformer-part-1-linear-numerical-embeddings-dbc3be3b5bb5

  • rtdl

    Discontinued Research on Tabular Deep Learning (Python package & papers) [Moved to: https://github.com/Yura52/rtdl]

  • Found relevant code at https://github.com/yandex-research/rtdl + all code implementations here

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

    InfluxDB logo
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