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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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*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....

**Link to the notebook** Add the link to the notebook. build_and_train_models/sm-scikit_build_your_own_container/sm-scikit_build_your_own_container.ipynb https://github.com/aws/amazon-sagemaker-examples/blob/f85ce9ef18aeecdab23a07b80ec3b45463aa3b44/%20%20%20%20%20%20build_and_train_models/sm-scikit_build_your_own_container/sm-scikit_build_your_own_container.ipynb **What aspects of the notebook can be improved?** recent changes to the SDK **What are your suggestions?** predict...

*Issue #, if available:* *Description of changes:* Adding the notebook demonstrating the Cohere ReRank and Cohere different embedding input types in RAG retrieval *Testing done:* ## Merge Checklist _Put an...

[Notebook](https://github.com/aws/amazon-sagemaker-examples/blob/default/%20%20%20%20%20deploy_and_monitor/sm-xgboost_bring_your_own_model/sm-xgboost_bring_your_own_model.ipynb) **Describe the bug** 502 Bad Gateway response from endpoint. **To reproduce** Run each cell in order to load data, train model and persist to endpoint. Running in East Us...

**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...

I'm new to Sagemaker and am running some tests to measure the performance of NTM and LDA on AWS compared with LDA mallet and native Gensim LDA model. I'm wanting...

Hi all, There is a bug in the following py file: training/distributed_training/pytorch/model_parallel_v2/shared-scripts/logging_utils.py Line 151 states the following: `avg_tflops = compute_tflops(avg_throughput, num_params, world_size, batch_seqlen)` But the function definition in: training/distributed_training/pytorch/model_parallel_v2/shared-scripts/train_utils.py at...

*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:* N/A *Description of changes:* delete environment action link and remove additional tags when onboarding. add additional setup steps to reminder user to update dependencies. *Testing done:*...

How to update python version in amazon sagemaker studiolab ?