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README.md
@@ -73,8 +73,8 @@ you are new to Docker. Images to consider:
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commands -- **the order matters**. To best take advantage of Docker's
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build-caching (that is, reusing previously built layers), it's often a good
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idea to put frequently-changing parts (such as `run_model.*`) near the end
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-of the Dockerfile. The way build-caching works is that once as one step needs
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-to be rebuilt, all subsequent steps will also be rebuilt.
+of the Dockerfile. The way build-caching works is that once a step needs to
+be rebuilt, all of the subsequent steps will also be rebuilt.
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> [Learn more about Docker's build cache].
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