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@@ -44,7 +44,7 @@ Chronos-Bolt models are available in the following sizes.
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  ## Usage
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- ### Zero-shot inference with Chronos-Bolt in AutoGluon
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  The recommended way of using Chronos for production use cases is through [AutoGluon](https://auto.gluon.ai/stable/index.html).
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  AutoGluon offers effortless **fine-tuning** of Chronos models, incorporating **covariates** into the forecast through covariate regressors, and **ensembling** with other statistical and machine learning models for maximum accuracy.
 
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  ## Usage
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+ ### Usage with AutoGluon
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  The recommended way of using Chronos for production use cases is through [AutoGluon](https://auto.gluon.ai/stable/index.html).
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  AutoGluon offers effortless **fine-tuning** of Chronos models, incorporating **covariates** into the forecast through covariate regressors, and **ensembling** with other statistical and machine learning models for maximum accuracy.