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README.md

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-# TTM Model Card
+# TinyTimeMixer (TTM) Model Card
 
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-TTM, also known as TinyTimeMixer, are compact pre-trained models for Multivariate Time-Series Forecasting, open-sourced by IBM Research.
+TinyTimeMixers (TTMs) are compact pre-trained models for Multivariate Time-Series Forecasting, open-sourced by IBM Research.
 **With less than 1 Million parameters, TTM introduces the notion of the first-ever “tiny” pre-trained models for Time-Series Forecasting.** 
 
 TTM outperforms several popular benchmarks demanding billions of parameters in zero-shot and few-shot forecasting. TTM is pre-trained on diverse public time-series datasets which