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Update readme#43

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aviruthen wants to merge 4 commits into
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update-readme
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Update readme#43
aviruthen wants to merge 4 commits into
masterfrom
update-readme

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@aviruthen

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🤖 AI Code Review

This PR updates the README to reflect the V3 SDK architecture, adding migration guidance, V3 code examples, and reorganizing V2 examples to the bottom. The changes are documentation-only and align well with the V3 modular architecture (ModelTrainer, ModelBuilder). A few minor content issues worth noting.

Comment thread README.rst
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result = predictor.predict(data)

*SageMaker Python SDK 3.x:*

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Missing newline at end of file. The file should end with a trailing newline character to follow standard conventions and avoid diff noise in future changes.

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