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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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Fixed typo *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...

I am facing insufficient diskspace error when I execute the code even though I have used Volume_size = 250 from sagemaker.tensorflow import TensorFlow # volume_size=200, model_path = f"s3://{sagemaker_session.default_bucket()}/Report" tf_estimator =...

**Link to the notebook** https://github.com/aws/amazon-sagemaker-examples/blob/main/end_to_end/nlp_mlops_company_sentiment/nlp_company_earnings_analysis_pipeline.ipynb **Describe the bug** Unable to create and start the pipeline, when runing `pipeline.upsert(role_arn=role)` , reported `KeyError: 'HFSECFinBertDeployModel'` , then I tried the following code to...

Convert the table of dataset into static MD format. ## Merge Checklist _Put an `x` in the boxes that apply. You can also fill these out after creating the PR....

## Code #importing required libreries from sagemaker import get_execution_role from sagemaker import Session role = get_execution_role() sess = Session() region = sess.boto_region_name bucket = sess.default_bucket() from sagemaker import get_execution_role from...

**Link to the notebook** https://github.com/aws/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_inferenece_script_mode.ipynb **Describe the bug** output_fn function fails ``` Traceback (most recent call last): File "/miniconda3/lib/python3.8/site-packages/flask/app.py", line 2446, in wsgi_app response = self.full_dispatch_request() File "/miniconda3/lib/python3.8/site-packages/flask/app.py", line 1951,...

1. Added TabTransformer and AutoGluon example notebooks as Amazon SageMaker algorithms. 2. Modified existing JumpStart example notebooks LightGBM, CatBoost (`jumpstart_tabular_classification/Amazon_JumpStart_Tabular_Classification_LightGBM_CatBoost.ipynb`, `jumpstart_tabular_regression/Amazon_JumpStart_Tabular_Regression_LightGBM_CatBoost.ipynb`), XGBoost, Linear Learner (`jumpstart_tabular_classification/Amazon_JumpStart_Tabular_Classification_XGBoost_LinearLearner.ipynb`, and `jumpstart_tabular_regression/Amazon_JumpStart_Tabular_Regression_XGBoost_LinearLearner.ipynb`) and changed the...

*Issue #, if available:* *Description of changes:* Updated SMDDP MNIST training example with new APIs and information *Testing done:* Yes, tested on Sagemaker ## Merge Checklist _Put an `x` in...

Is there a way to add an end step to a sagemaker pipeline that still runs at the very end even if other previous steps fail. Before I thought we...

**Link to the notebook** https://github.com/aws/amazon-sagemaker-examples/blob/master/introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-fulltraining-elastic-inference.ipynb **Describe the bug** The endpoint is working without any problems, but sometimes, the endpoint suddenly stops working and any request to the endpoint resolves to...