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

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*Issue #, if available:* *Description of changes:* Add example on using pipeline step decorator with local mode *Testing done:* ## Merge Checklist _Put an `x` in the boxes that apply....

**Link to the notebook** [Add the link to the notebook.](https://github.com/aws/amazon-sagemaker-examples/blob/main/aws_sagemaker_studio/frameworks/mxnet_onnx_ei/mxnet_onnx_ei.ipynb) **Describe the bug** Executing the cell below throws AttributeError mx.test_utils.download( "https://s3.amazonaws.com/onnx-model-zoo/resnet/resnet152v1/resnet152v1.onnx" ) **To reproduce** Run the first 3 cells in...

**Link to the notebook** [notebook link. ](https://github.com/aws/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_text_to_image/Amazon_JumpStart_Text_To_Image.ipynb) **Describe the bug** . While running through the demo notebook β€˜model-txt2img-stabilityai-stable-diffusion-v2-1-base-SDK_2’ there appears to be a TypeError with one of the functions defined...

**Link to the notebook** *Add the link to the notebook.* HPO Notebook: https://github.com/aws/amazon-sagemaker-examples/blob/main/sagemaker-pipelines/tabular/tuning-step/sagemaker-pipelines-tuning-step.ipynb This is a really useful notebook (especially for beginners). Thanks for putting this together! **Describe the bug**...

… inference *Issue #, if available:* *Description of changes: add huggingface multimodal example for vilt-b32-finetuned-vqa *Testing done:* ## Merge Checklist _Put an `x` in the boxes that apply. You can...

**Describe the use case example you want to see** A SageMaker Pipeline to train, evaluate, and register a model using one (or more?) of the new JumpStart-based [built-in algorithms for...

**Link to the notebook** https://github.com/aws/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart-foundation-models/llama-2-finetuning.ipynb **Describe the bug** When deploy the fine-tune model with the following code and got the parameter error message `finetuned_predictor = estimator.deploy()` **To reproduce** Just execute...

**Describe the use case example you want to see** A clear and concise description of the functionality you want. **How would this example be used? Please describe.** A clear and...

*Description of changes:* This change fixes typo across the repo text. *Testing done:* Executed the changed cells locally with success. They are almost all documentation cells. ## Merge Checklist _Put...

Hello, I am trying to deploy Huggingface text2text flanT5 model using aws sagemaker. From last one day the model is not getting deployed. facing the below error, **ClientError: An error...