amazon-sagemaker-build-train-deploy
Scale complete ML development with Amazon SageMaker Studio
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Download Latest Version (.zip)- launch.json
- settings.json
- 00-start-here.ipynb
- 01-custom-environment-guidance.ipynb
- README.md
- 01_build_and_train.ipynb
- README.md
- requirements.txt
- deploy.py
- README.md
- requirements.txt
- requirements_inference.txt
- run_deploy.ipynb
- test.py
- __init__.py
- deploy.py
- preprocess.py
- register.py
- test.py
- train.py
- config.yaml
- pipeline.py
- README.md
- requirements.txt
- requirements_inference.txt
- run_pipeline.ipynb
- run_pipeline_local_mode.ipynb
- README.md
- README.md
- cleanup.py
- README.md
- requirements.txt
- delete_code_editor.png
- delete_jupyterlab.png
- open_code_editor.png
- open_jupyterlab.png
- stop_code_editor.png
- stop_jupyterlab.png
- aws_console_search_sm.png
- studio_console.png
- create_jupyterlab_space.png
- jupyterlab_home.png
- mlflow-experiments-main.png
- mlflow-experiments-model-metrics.png
- mlflow-experiments-training.png
- mlflow-experiments.png
- open_jupyterlab.png
- run_space.png
- sagemaker_studio_home.png
- studio_clone_repo.png
- studio_new_terminal.png
- studio_select_first_notebook.png
- studio_select_start_here_notebook copy.png
- studio_select_start_here_notebook.png
- training_jobs.png
- code_editor_clone_repo.png
- code_editor_home.png
- code_editor_new_terminal.png
- code_editor_open_deploy_script.png
- code_editor_open_folder.png
- code_editor_open_test_script.png
- create_code_editor_space.png
- deploy_output.png
- do_you_trust_authors.png
- folder_opened.png
- install_dependencies.png
- open_code_editor.png
- run_deploy_script.png
- run_space.png
- sagemaker_studio_home.png
- test.png
- view_endpoints.png
- list_endpoints.png
- mlflow-experiments-pipeline-runs.png
- open_pipeline_script.png
- pipeline-execution-completed.png
- pipeline-execution-in-progress.png
- pipeline_executions.png
- pipelines.png
- run_pipeline_script.png
- studio_vscode_select_run_pipeline.png
- studio_vscode_select_run_pipeline_locally.png
- studio_vscode_select_start_here_notebook.png
- lambda_01.png
- lambda_02.png
- lambda_03.png
- lambda_04.png
- lambda_05.png
- lambda_06.png
- lambda_07.png
- lambda_08.png
- lambda_09.png
- lambda_10.png
- lambda_11.png
- lambda_12.png
- reqbin.png
- architecture.png
- ml_process.png
- 01_networking.yaml
- 02_sagemaker_studio.yaml
- cloudformation_check_stack_creation.png
- cloudformation_check_status_stack1.png
- cloudformation_check_status_stack2.png
- cloudformation_create_stack.png
- cloudformation_create_stack1_step_0.png
- cloudformation_create_stack1_step_1.png
- cloudformation_create_stack1_step_2.png
- cloudformation_create_stack2_step_1.png
- cloudformation_create_stack2_step_2.png
- cloudformation_create_stack2_step_4.png
- cloudformation_create_stack_screen_1.png
- cloudformation_create_stack_screen_2.png
- cloudformation_create_stack_screen_4.png
- 01_networking.yaml
- 02_sagemaker_studio.yaml
- README.md
- end-to-end-ml-sm.pptx
- ws_accountaccess.png
- ws_code.jpeg
- ws_eventtimer.png
- ws_otp.jpeg
- ws_review.jpeg
- ws_signin.jpeg
- README.md
- aws_console_search_sm.png
- sagemaker_classic.png
- sagemaker_classic_home.png
- sagemaker_studio_home.png
- studio_clone_repo.png
- studio_console_1.png
- studio_console_2.png
- studio_kernel_restarting.png
- studio_new_terminal.png
- studio_select_first_notebook.png
- studio_select_kernel.png
- studio_select_kernel_button.png
- 01_configure_sagemaker_studio.ipynb
- README.md
- experimentation_01.png
- experimentation_02.png
- experimentation_03.png
- experimentation_04.png
- experimentation_05.png
- experimentation_06.png
- experimentation_07.png
- experimentation_08.png
- experimentation_09.png
- experimentation_10.png
- experimentation_11.png
- experimentation_12.png
- experimentation_13.png
- preprocessor.py
- xgboost_training.py
- 02_fast_experimentation.ipynb
- README.md
- processing_01.png
- preprocessor.py
- 03_feature_engineering.ipynb
- README.md
- training_01.png
- training.py
- 04_train_model.ipynb
- README.md
- inference.py
- inference.py
- 05_deploy_model.ipynb
- monitoringjob_utils.py
- notebook_utilities.py
- postprocessor.py
- README.md
- lambda_01.png
- lambda_02.png
- lambda_03.png
- lambda_04.png
- lambda_05.png
- lambda_06.png
- lambda_07.png
- lambda_08.png
- lambda_09.png
- lambda_10.png
- lambda_11.png
- lambda_12.png
- README.md
- reqbin.png
- README.md
- 08_workflow.ipynb
- README.md
- workflow.png
- cleanup.py
- README.md
- requirements.txt
- architecture.png
- ml_process.png
- 01_networking.yaml
- 02_sagemaker_studio.yaml
- cloudformation_check_stack_creation.png
- cloudformation_check_status_stack1.png
- cloudformation_check_status_stack2.png
- cloudformation_create_stack.png
- cloudformation_create_stack1_step_0.png
- cloudformation_create_stack1_step_1.png
- cloudformation_create_stack1_step_2.png
- cloudformation_create_stack2_step_1.png
- cloudformation_create_stack2_step_2.png
- cloudformation_create_stack2_step_4.png
- cloudformation_create_stack_screen_1.png
- cloudformation_create_stack_screen_2.png
- cloudformation_create_stack_screen_4.png
- 01_networking.yaml
- 02_sagemaker_studio.yaml
- README.md
- end-to-end-ml-sm.pptx
- README.md
- .gitignore
- generate-defaults.py
- README.md
- .gitignore
- CONTRIBUTING.md
- LICENSE
- NOTICE
- README.md
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