Summary Deck – Towards Efficient Foundation Model: A Novel Time Series Embedding

Current Time Series Foundation Models (TSFMs) are powerful but resource-heavy, requiring massive datasets and expensive compute infrastructure. Traditional models are cheap but lack scalability.  

This summary deck provides a high-level overview of a resource-efficient TSFM jointly presented by MIT and Ikigai labs.  

View the deck to understand a novel method embeds time series of any length and scale by mapping them to a 2D image format (unit square).

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