Embedding models for time series data [D]

Reddit r/MachineLearning / 5/9/2026

💬 OpinionIdeas & Deep AnalysisTools & Practical Usage

Key Points

  • The post asks the community for open-source embedding models that can handle time series data.
  • The author’s preference is for models that operate in the frequency domain using Fourier transforms to support variable-length sequences.
  • The request is framed as a practical search for suitable tools/models rather than reporting a new method or release.
  • This is essentially a community-driven recommendation/discussion prompt within the ML space.
  • The core need is flexible time-series representation that can be embedded for downstream tasks despite differing sequence lengths.

Does anyone know any open source embedding models that work on time series data?

Ideally one that works on the frequency domain Fourier transforms so it can support variable length series

submitted by /u/proturtle46
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