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Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

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*Description of changes:* Fixed a typo in sagemaker-pipelines-lambda-step.ipynb *Testing done:* not necessary because it is a (minor) change in the documentation only. For the same reason, linting is not necessary....

*Issue #, if available:* Update SageMaker Training Compiler Example Notebooks for PT1.11 *Description of changes:* update TRCOMP single-gpu-single-node example notebooks *Testing done:* SNSG roberta-base example notebook output [roberta-base-0914.pdf](https://github.com/aws/amazon-sagemaker-examples/files/9569069/roberta-base-0914.pdf) SNSG bert-base-uncased...

*Issue #, if available:* *Description of changes:* *Testing done:* None ## Merge Checklist _Put an `x` in the boxes that apply. You can also fill these out after creating the...

*Issue #, if available:* *Description of changes:* Added a markdown comment explaining `ContainerConfig` in Inference Recommender notebooks Two variations of the ContainerConfig markdown comments: For `inference-recommender.ipynb`, `xgboost-inference-recommender.ipynb`, `tf-cloudwatch-inference-recommender.ipynb` where `create_model_package_input_dict`...

…GT Console *Issue #, if available:* *Description of changes:* *Testing done:* ## Merge Checklist _Put an `x` in the boxes that apply. You can also fill these out after creating...

*Issue #, if available:* *Description of changes:* *Testing done:* ## Merge Checklist _Put an `x` in the boxes that apply. You can also fill these out after creating the PR....

*Issue #, if available:* https://tiny.amazon.com/1dhoktw8f/simamazissuRAI2 *Description of changes:* use magic line function %matplotlib inline to show the pandas bar plots in studio notebooks. *Testing done:* Tested the https://github.com/aws/amazon-sagemaker-examples/blob/main/sagemaker_processing/fairness_and_explainability/ notebooks in...

*Issue #, if available:* None. *Description of changes:* Added Jupyter notebook, and other artifacts (helper code, and sample output) that enable the use of Amazon SageMaker for training YOLOv5 on...

*Issue #, if available:* *Description of changes:* 0.90-2 is deprecated. See: https://docs.aws.amazon.com/sagemaker/latest/dg/xgboost.html#xgboost-supported-versions *Testing done:* Executed notebook instance. ## Merge Checklist _Put an `x` in the boxes that apply. You can...

*Issue #, if available:* Creating Inferencing example structure *Description of changes:* This will be used to enforce the structure for Inferencing examples *Testing done:* yes ## Merge Checklist _Put an...