Remove the columns you don't need with the [~datasets.Dataset.remove_columns] method:

encoded_minds = minds.map(prepare_dataset, remove_columns=minds.column_names["train"], num_proc=4)

🤗 Transformers doesn't have a data collator for ASR, so you'll need to adapt the [DataCollatorWithPadding] to create a batch of examples.