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@@ -69,15 +69,16 @@ to get more accurate forecasts.**
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  The current release supports multivariate forecasting via both channel independence and channel-mixing approaches.
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  Decoder Channel-Mixing can be enabled during fine-tuning for capturing strong channel-correlation patterns across
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- time-series variates, critical capability lacking in existing counterparts.
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  In addition, TTM also supports exogenous infusion and categorical data which is not released as part of this version.
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  Stay tuned for these extended features.
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  ## Recommended Use
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- 1. Users have to standard scale their data before feeding it to the model (Refer to TSP, our data processing utility for data scaling.)
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  2. Enabling any upsampling or prepending zeros to virtually increase the context length is not recommended and will
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  impact the model performance.
 
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  ### Model Sources [optional]
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  The current release supports multivariate forecasting via both channel independence and channel-mixing approaches.
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  Decoder Channel-Mixing can be enabled during fine-tuning for capturing strong channel-correlation patterns across
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+ time-series variates, a critical capability lacking in existing counterparts.
73
 
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  In addition, TTM also supports exogenous infusion and categorical data which is not released as part of this version.
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  Stay tuned for these extended features.
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  ## Recommended Use
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+ 1. Users have to externally standard scale their data before feeding it to the model (Refer to TSP, our data processing utility for data scaling.)
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  2. Enabling any upsampling or prepending zeros to virtually increase the context length is not recommended and will
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  impact the model performance.
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+
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  ### Model Sources [optional]
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