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 ## Configuration
 
-Many objects, including Encoders, Decoders, Models, Input Pipelines, and Inference Tasks, are configured using key-value parameters. These parameters are typically passed as [YAML](https://en.wikipedia.org/wiki/YAML) through configuration files or directly on the command line. For example, you can pass a `model_params` string to the training script configure model. Configurations are often be nested, as in the following example:
+Many objects, including Encoders, Decoders, Models, Input Pipelines, and Inference Tasks, are configured using key-value parameters. These parameters are typically passed as [YAML](https://en.wikipedia.org/wiki/YAML) through configuration files or directly on the command line. For example, you can pass a `model_params` string to the training script configure model. Configurations are often nested, as in the following example:
 
 ```yml
 model_params: