aws/amazon-sagemaker-examples

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

Stars: 11k
Forks: 7k
Open beginner issues: 0
Indexed issues: 724
Avg merge: 8h 29m
Merged PRs (30d): 8

Dominant language: Jupyter Notebook
License: Apache-2.0
Last GitHub push: Sep 9, 2026
Latest indexed: Sep 14, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: No beginner labels indexed

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724 open issues indexed

[Bug Report]llama Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

aws/amazon-sagemaker-examples#4884 · 1 comment · Opened Jun 2, 2026
iuWd6Ez2rsq4uk2 Open

Difficulty 5/5 Over a week Newbie friendliness 10/100

aws/amazon-sagemaker-examples#4883 · Opened Jun 2, 2026
[Bug Report] Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

aws/amazon-sagemaker-examples#4880 · Opened Apr 22, 2026
[Content Improvement] Open

Difficulty 2/5 1-3 hours Newbie friendliness 20/100

aws/amazon-sagemaker-examples#4869 · 1 comment · Opened Dec 21, 2025
[Bug Report] Open

Difficulty 5/5 Over a week Newbie friendliness 5/100

aws/amazon-sagemaker-examples#4863 · 2 reactions · Opened Oct 24, 2025
Getting 404 error when deploying models from Sagemaker UI studio using Hyperpod cluster Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

aws/amazon-sagemaker-examples#4860 · Opened Sep 6, 2025
[Bug Report] Open

Difficulty 5/5 Over a week Newbie friendliness 10/100

aws/amazon-sagemaker-examples#4845 · Opened Jun 18, 2025
[Example Request] Open

Difficulty 5/5 Over a week Newbie friendliness 10/100

aws/amazon-sagemaker-examples#4844 · Opened Jun 18, 2025
[Bug Report] Open

Difficulty 2/5 1-3 hours Newbie friendliness 45/100

aws/amazon-sagemaker-examples#4843 · Opened May 22, 2025
[Example Request] Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

aws/amazon-sagemaker-examples#4839 · Opened Apr 7, 2025
[Bug Report] p2.xlarge is not supported for "BERT Base Cased" model deployment! Open

Difficulty 2/5 1-3 hours Newbie friendliness 55/100

aws/amazon-sagemaker-examples#4833 · Opened Mar 20, 2025
[Content Improvement] CI badges not working after folder renaming Open

Difficulty 3/5 1-2 days Newbie friendliness 48/100

aws/amazon-sagemaker-examples#4832 · 1 comment · Opened Mar 19, 2025
[Bug Report] XGBoost problem in ml_ops/sm-mlflow_pipelines/sm-mlflow_pipelines.ipynb Open

Difficulty 2/5 1-3 hours Newbie friendliness 68/100

aws/amazon-sagemaker-examples#4823 · Opened Feb 15, 2025
[Content Improvement] Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

aws/amazon-sagemaker-examples#4814 · Opened Feb 5, 2025
Building your own algorithm container scikit_build_your_own_container is breaking due to recent changes in the sagemaker SDK Open

Difficulty 3/5 1-2 days Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4804 · Opened Jan 8, 2025
502 Bad Gateway when running bring your own model Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4796 · Opened Dec 12, 2024
amazon sell Open

Difficulty 5/5 Over a week Newbie friendliness 10/100

aws/amazon-sagemaker-examples#4795 · Opened Dec 11, 2024
[Bug Report] Wrong function call in model_parallel_v2 Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

aws/amazon-sagemaker-examples#4791 · Opened Nov 29, 2024
[Bug Report] vowpal wabbit container `sagemaker-rl-vw-container:adf` is no longer publicly available or has been removed Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

aws/amazon-sagemaker-examples#4781 · Opened Nov 14, 2024
[Bug Report] The vowpal wabbit container `sagemaker-rl-vw-container:vw-8.7.0-cpu` is no longer available Open

Difficulty 3/5 1-2 days Newbie friendliness 42/100

aws/amazon-sagemaker-examples#4780 · Opened Nov 14, 2024
[Bug Report] SageMaker Pipelines Notebook - XGBoost is first installed with anaconda then upgraded with pip. Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

aws/amazon-sagemaker-examples#4779 · Opened Nov 11, 2024
[Content Improvement]Dead links in BERTopic example notebook Open

Difficulty 2/5 1-3 hours Newbie friendliness 45/100

aws/amazon-sagemaker-examples#4774 · Opened Oct 31, 2024
cannot import name 'checkpoint' from 'torch.sagemaker.distributed.fsdp' Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4772 · Opened Oct 25, 2024
[Content Improvement] Open

Difficulty 2/5 1-3 hours Newbie friendliness 15/100

aws/amazon-sagemaker-examples#4771 · Opened Oct 21, 2024
[Bug Report] NameError: Field name "json" shadows a BaseModel attribute; use a different field name with "alias='json'" when running example notebook for sagemaker_core (sagemaker-core/sagemaker-core-llama-3-8B.ipynb) Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

aws/amazon-sagemaker-examples#4766 · 1 comment · Opened Oct 9, 2024
[Bug Report]Error in example notebook Amazon_Tensorflow_Object_Detection Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

aws/amazon-sagemaker-examples#4760 · 1 comment · Opened Sep 30, 2024
Error querying SageMaker endpoint Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

aws/amazon-sagemaker-examples#4725 · 2 comments · Opened Aug 6, 2024
code/inference.py script is being replaced while deploying endpoint for a hugginface model saved in s3 Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4720 · Opened Jul 30, 2024
[Bug Report] TypeError: Model._create_sagemaker_model() got an unexpected keyword argument 'predictor_cls' Open

status: awaiting response

Difficulty 3/5 1-2 days Newbie friendliness 35/100

aws/amazon-sagemaker-examples#4703 · 8 comments · Opened Jul 10, 2024
Run Feature Attribution Drift Monitoring on 6 months Data Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4698 · Opened Jul 4, 2024
[Example Request] Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4667 · 1 comment · Opened May 31, 2024
[Bug Report] You are forcing Jumpstart to use ml.p4d.24xlarge even when instance_type is specified Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

aws/amazon-sagemaker-examples#4666 · 2 comments · Opened May 31, 2024
Out of Memory when running the notebook according to instructions Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

aws/amazon-sagemaker-examples#4655 · 2 comments · Opened May 8, 2024
Torch not compiled with CUDA enabled when deploying T5 using Triton Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4651 · 1 comment · Opened May 4, 2024
[Bug Report] RuntimeError when running instruction fine-tuning on mistral 7b, Sagemaker Jumpstart Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

aws/amazon-sagemaker-examples#4649 · 2 comments · 2 reactions · Opened May 3, 2024
Alter JupyterLab dockerfile to block target domain / IP from running contiainer Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4648 · Opened May 1, 2024
Unable to download model artifacts due to 403 forbidden error Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4641 · 1 comment · Opened Apr 20, 2024
[Bug Report] - README - Train EleutherAI GPT-J with Model Parallel Link Broken Open

Difficulty 1/5 Under an hour Newbie friendliness 45/100

aws/amazon-sagemaker-examples#4611 · Opened Apr 6, 2024
Parameter validation failed: Unknown parameter in PrimaryContainer Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

aws/amazon-sagemaker-examples#4606 · 2 comments · Opened Apr 3, 2024
Deploy this TheBloke/vicuna-13B-v1.5-GGUF model on AWS Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

aws/amazon-sagemaker-examples#4603 · Opened Mar 27, 2024
[Bug Report]Error with using dgl library in Sagemaker Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4602 · 1 comment · Opened Mar 27, 2024
Inference Recommender Job fails Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

aws/amazon-sagemaker-examples#4601 · Opened Mar 27, 2024
AttributeError: module 'pandas.core.strings' has no attribute 'StringMethods' Open

Difficulty 2/5 1-3 hours Newbie friendliness 55/100

aws/amazon-sagemaker-examples#4600 · Opened Mar 26, 2024
[Bug Report] Example notebook has incorrectly formatted serving.properties Open

Difficulty 1/5 Under an hour Newbie friendliness 55/100

aws/amazon-sagemaker-examples#4595 · Opened Mar 18, 2024
Getting "TypeError: can only join an iterable" while running "print(predictor.predict(test_data).decode("utf-8"))" Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

aws/amazon-sagemaker-examples#4593 · Opened Mar 15, 2024
getting error: Open

Difficulty 5/5 Over a week Newbie friendliness 1/100

aws/amazon-sagemaker-examples#4592 · Opened Mar 15, 2024
[Bug Report] Forbidden(403) on Introduction to JumpStart - Sentence Pair Classification Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

aws/amazon-sagemaker-examples#4590 · Opened Mar 12, 2024
[Example Request] Minimal Example for Fine Tuning a LLM with FSDP utilizing the HuggingFace Trainer Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4580 · Opened Mar 1, 2024
How do you use the custom generator to train the TensorFlow model on PageMaker? Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

aws/amazon-sagemaker-examples#4574 · Opened Feb 27, 2024
Broken lnks Open

Difficulty 2/5 1-3 hours Newbie friendliness 42/100

aws/amazon-sagemaker-examples#4570 · 1 comment · Opened Feb 19, 2024

aws/amazon-sagemaker-examples

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