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Corrected "One this" to "Once this" and added comma for proper punctuation on line 702.
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 where 24 and 8 are the number of shards specified for each dataset,
 respectively. Generally speaking, we aim for selecting the number of shards such
-that roughly 1024 images reside in each shard. One this data set is built you
+that roughly 1024 images reside in each shard. Once this data set is built, you
 are ready to train or fine-tune an Inception model on this data set.
 
 ## Practical Considerations for Training a Model