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aws / amazon-sagemaker-examples UNCLAIMED

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

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albert-base-v2
amazon_comprehend_sagemaker_pipeline
amazon_demo_product
athena_ml_workflow_end_to_end
auto-scaling
autogluon_tabular_marketplace
autogluon-sagemaker-pipeline
autogluon-tabular
autogluon-tabular-containers
automate_model_retraining_workflow
automating_auto_insurance_claim_processing
AutoML_-_Train_multiple_models_in_parallel
autopilot-serverless-inference
bandits_recsys_movielens_testbed
bandits_statlog_vw_customEnv
basic-training-container
bedrock-examples
bert_attention_head_view
bert_trition_backend
byoc-nginx-python
causal-inference
churn_prediction_multimodality_of_text_and_tabular
clarify-explainability-inference-pipelines
computer-vision-examples
creative-writing-using-gpt-2-text-generation
credit_card_fraud_detector
curating_aws_marketplace_listing_and_sample_notebook
custom_tensorflow_inference_script_csv_and_tfrecord
custom-feature-selection
customer_churn
customizing_build_train_deploy_project
data_parallel_bert
deep_demand_forecasting
deploy_all_options_xgb
deploy_huggingface_model_on_Inf1_instance
deploy_pytorch_model_on_Inf1_instance
distributed_tensorflow_mask_rcnn
dw_flow
end_to_end_music_recommendation
evaluating_aws_marketplace_models_for_person_counting_use_case
fairness_and_explainability
fairness_and_explainability_json
fairness_and_explainability_json_format
fairness_and_explainability_jsonlines
fairness_and_explainability_spark
fairseq_sagemaker_translate_en2fr
falcon
fil_ensemble
framework-container
frameworks-tensorflow
fraud_detection
fraud_detection_using_graph_neural_networks
fully_sharded_data_parallel-falcon
geospatial
getting_started
gluon_recommender_system
gluoncv_yolo_neo
hf-tgi-bloom7b1
huggingface_deploy_instructpix2pix
huggingface_multiclass_text_classification_20_newsgroups
huggingface_sentiment_classification
huggingface_text_classification
huggingface-inference-recommender
huggingface-large-model-inference-santacoder
identify_key_insights_from_textual_document
Image_Classification_VIT
implicit_bpr
improving_industrial_workplace_safety
inference_pipeline_custom_containers
inference-benchmarking
inference-recommender-with-python-sdk
ingest-with-aws-services
jit_trace
JPMML_Models_SageMaker
keras_bring_your_own
keras_script_mode_pipe_mode_horovod
language-modeling
llm_monitor_byoc
lmi-aitemplate-stablediff
local_experiment_tracking
machine_learning_workflow_abalone
managed_spot_training_tensorflow_estimator
ml-lifecycle
mme-on-gpu
mnist
model_monitor_tensorflow
monitoring_data_quality_of_models
mpi_on_sagemaker
multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions
multi_model_catboost
multi_model_linear_learner_home_value
multi_model_pytorch
multicategory_sec
multimodal_tabtext
mxnet_distributed_mnist_neo_inf1
mxnet_onnx_ei
nas_for_llm_with_amt
nlp_mlops_company_sentiment
nlp_score_dashboard_sec
notebook-job-step
object_detection_with_tensorflow_and_tfrecords
onnx-roberta-backend
parameterize-spark-config-pysparkprocessor-pipeline
pipe_bring_your_own
prep_data
preprocessing-audio-data-using-a-machine-learning-model
product_ratings_with_pipelines
pyspark_mnist
python-sdk
pytorch
pytorch_cnn_cifar10
pytorch_deploy_pretrained_bert_model
pytorch_extend_container_train_deploy_bertopic
pytorch_horovod_mnist
pytorch_multiple_gpu_single_node
pytorch_smdataparallel_mnist_demo
pytorch_torchvision
pytorch_triton_inference_recommender
pytorch_yolov5_training_and_hpo
pytorch-ic-model
pytorch-sagemaker-huggingface
r_byo_r_algo_hpo
r_serving_with_fastapi
r_serving_with_plumber
rapids_bring_your_own
resnet_onnx_backend_SME_triton_v2
resnet_onnx_pytorch_tensorRT-backend
resnet_pytorch_python-backend
resnet50
RestRServe_Example
retail_recommend
rl_gamerserver_ray
rl_hvac_coach_energyplus
rl_mountain_car_coach_gymEnv
rl_stock_trading_coach_customEnv
rl_traveling_salesman_vehicle_routing_coach
rl_unity_ray
roberta_traced_triton
roberta-base
sagemaker_clarify_integration
sagemaker_job_tracking
sagemaker_pytorch_model_zoo
sagemaker-autopilot-pipelines
sagemaker-debugger
sagemaker-featurestore
sagemaker-huggingface-tgi-hosting-examples
sagemaker-lineage
sagemaker-pipeline-compare-model-versions
sagemaker-pipeline-multi-model
sagemaker-pipeline-parameterization
sagemaker-script-mode
scientific_details_of_algorithms
scikit_learn_bring_your_own_model
scikit_learn_data_processing_and_model_evaluation
scikit_learn_iris
script-mode-container
script-mode-container-2
sentiment_parallel_batch
seq2seq_translation_en-de
shadow-console
single_gpu_single_node
sklearn
sklearn-inference-recommender
sm-train_a_pytorch_model
smddp_deepspeed_example
sme_resnet_pytorch_python-backend
smp-gpt-sharded-data-parallel
smp-train-gpt-neox-sharded-data-parallel
smp-train-gptj-sharded-data-parallel-tp
smp-train-t5-sharded-data-parallel
stable_diffusion
streamlit_demo
studio-scheduling
t5_pytorch_python-backend
tensorboard_keras
tensorflow
tensorflow_action_on_rule
tensorflow_moving_from_framework_mode_to_script_mode
tensorflow_open-images_jpg
tensorflow_profiling
tensorflow_script_mode_quickstart
tensorflow_script_mode_training_and_serving
tensorflow_serving_using_elastic_inference_with_your_own_model
tensorflow_single_gpu_single_node
tensorflow-cloudwatch
tensorflow2_mnist
tensorflow2-california-housing-sagemaker-pipelines-deploy-endpoint
tensort-rt
Text_Classification_BERT
text_explainability_sagemaker_algorithm
text-to-image-fine-tuning
tf-dali-ensemble-cv
time_series_deepar
time_series_forecasting
timeseries-quantile-selection-dataflow
training_pipeline_pytorch_mnist
triton-cv-mme-tensorflow-backend
using_step_decorator_with_selective_execution
vision-transformer
visual_object_detection
visualization
workshops
xgboost_abalone
xgboost_bring_your_own
xgboost_ensemble_python-fil-backend
xgboost_parquet_input_training
2_object_detection_train_eval.ipynb
algorithms.ipynb
Amazon_Jumpstart_AlexaTM_20B.ipynb
Amazon_JumpStart_Image_Classification_Benchmarking.ipynb
Amazon_JumpStart_Image_Classification.ipynb
Amazon_JumpStart_Image_Embedding.ipynb
Amazon_JumpStart_Inpainting.ipynb
Amazon_JumpStart_Instance_Segmentation.ipynb
Amazon_JumpStart_Machine_Translation.ipynb
Amazon_JumpStart_Named_Entity_Recognition.ipynb
Amazon_JumpStart_NLP_Regression_Free_Training.ipynb
Amazon_JumpStart_Object_Detection.ipynb
Amazon_JumpStart_Question_Answering.ipynb
Amazon_JumpStart_Regression_Free_Training.ipynb
Amazon_JumpStart_Semantic_Segmentation_Extract_Image.ipynb
Amazon_JumpStart_Semantic_Segmentation.ipynb
Amazon_JumpStart_Sentence_Pair_Classification.ipynb
Amazon_JumpStart_Text_Classification.ipynb
Amazon_JumpStart_Text_Generation.ipynb
Amazon_JumpStart_Text_Summarization.ipynb
Amazon_JumpStart_Upscaling.ipynb
Amazon_JumpStart_Zero_Shot_Text_Classification.ipynb
Amazon_Tabular_Classification_AutoGluon.ipynb
Amazon_Tabular_Regression_LightGBM_CatBoost.ipynb
Amazon_Tabular_Regression_TabTransformer.ipynb
Amazon_TensorFlow_Image_Classification.ipynb
Amazon_Tensorflow_Object_Detection.ipynb
ap-batch-transform.ipynb
automatic-speech-recognition.ipynb
autopilot_customer_churn_high_level_with_evaluation.ipynb
autopilot_ts_data_merge.ipynb
Batch Transform - breast cancer prediction with high level SDK.ipynb
Batch Transform - breast cancer prediction with lowel level SDK.ipynb
bias_detection_with_predicted_label_and_facet_datasets.ipynb
bloom-z-176b-few-shot-and-zero-shot-learning.ipynb
boto3_scikit_retrain_model_and_deploy_to_existing_endpoint.ipynb
bring_your_own_container.ipynb
build_gan_with_pytorch.ipynb
churn-prediction-lightgbm-catboost-tabtransformer-autogluon.ipynb
custom_dog_image_generator.ipynb
data_analysis_of_ground_truth_image_classification_output.ipynb
deepar_chicago_traffic_violations.ipynb
DeployStableCascade.ipynb
distilgpt2-tgi.ipynb
djl_deepspeed_deploy_opt30b_no_custom_inference_code.ipynb
djl_deepspeed_deploy_opt30b.ipynb
download_weights.ipynb
Dynamic Pricing with Causal Machine Learning and Optimization on Amazon SageMaker.ipynb
endpoints.ipynb
EnsembleLearnerCensusIncome.ipynb
explainability_with_pdp.ipynb
fairness_and_explainability_jsonlines_format.ipynb
fairness_and_explainability_outputs.ipynb
falcon-7b-instruction-domain-adaptation-finetuning.ipynb
feature_store_securely_store_images.ipynb
financial_payment_classification.ipynb
forecast_example.ipynb
frameworks.ipynb
from_unlabeled_data_to_deployed_machine_learning_model_ground_truth_demo_image_classification.ipynb
get_started_mnist_train_outputs.ipynb
GPT-J-6B_DJLServing_with_PySDK.ipynb
GPT-J-6B-model-parallel-inference-DJL.ipynb
gpt2-large-tgi.ipynb
gpt2-tgi.ipynb
gpt2-xl-tgi.ipynb
granite-code-instruct.ipynb
GT_semantic_segmentation_to_COCO.ipynb
hello_world_workflow.ipynb
hf-tgi-flan-t5-xl.ipynb
HPO_Analyze_TuningJob_Results.ipynb
image-classification-with-shutterstock-datasets.ipynb
image-generation-stable-diffusion.ipynb
ingest_image_data.ipynb
ingest_tabular_data.ipynb
ingest_text_data.ipynb
instant-recommendations.ipynb
instruction-fine-tuning-flan-t5.ipynb
JumpStart_Stable_Diffusion_Inference_Only.ipynb
kmeans_bring_your_own_model.ipynb
kmeans_mnist.ipynb
linear_learner_mnist.ipynb
Linear_Learner_Regression_csv_format.ipynb
open-assistant-chatbot.ipynb
pyspark_mnist_custom_estimator.ipynb
pyspark_mnist_pca_mllib_kmeans.ipynb
pytorch_mnist_elastic_inference.ipynb
question_answering_jumpstart_knn.ipynb
question_answering_pinecone_llama-2_jumpstart.ipynb
question_answering_text_embedding_llama-2_jumpstart.ipynb
R_binary_classification_algorithms_comparison.ipynb
r_sagemaker_hello_world.ipynb
r_xgboost_batch_transform.ipynb
r_xgboost_hpo_batch_transform.ipynb
risk_bucketing.ipynb
sagemaker_autopilot_abalone_parquet_input.ipynb
sagemaker_autopilot_direct_marketing.ipynb
sagemaker_autopilot_neo4j_portfolio_churn.ipynb
SageMaker_Keyspaces_ml_example.ipynb
sagemaker-lightgbm-distributed-training-dask.ipynb
sagemaker-lineage-multihop-queries_outputs.ipynb
SageMaker-Monitoring-Bias-Drift-for-Batch-Transform-JSON-Lines.ipynb
SageMaker-Monitoring-Bias-Drift-for-Batch-Transform.ipynb
sagemaker-neo-tf-unet.ipynb
scikit_learn_model_registry_batch_transform.ipynb
SEC_Retrieval_Summarizer_Scoring.ipynb
serverless-model-registry.ipynb
sklearn_multi_model_endpoint_home_value.ipynb
Sklearn_on_SageMaker_end2end.ipynb
smp-finetuning-gpt-neox-fsdp-tp.ipynb
smp-train-gpt-neox-fsdp-tp.ipynb
sparkml_serving_emr_mleap_abalone.ipynb
step_functions_mlworkflow_scikit_learn_data_processing_and_model_evaluation.ipynb
tensorflow_BYOM_iris.ipynb
text-embedding-sentence-similarity.ipynb
text-generation-chatbot.ipynb
text-generation-falcon.ipynb
text-generation-few-shot-learning.ipynb
text-generation-open-llama.ipynb
text2text-generation-Batch-Transform.ipynb
text2text-generation-bloomz.ipynb
text2text-generation-flan-t5-ul2.ipynb
text2text-generation-flan-t5.ipynb
tf-resnet-profiling-multi-gpu-multi-node.ipynb
tgi-bloom-560m.ipynb
tgi-gpt-neox-20b.ipynb
Transcription_on_SM_endpoint.ipynb
upgrade_to_v2.ipynb
using-dataset-product-from-aws-data-exchange-with-ml-model-from-aws-marketplace.ipynb
vilt-b32-finetuned-vqa.ipynb
xgboost_customer_churn_outputs.ipynb
xgboost_mnist.ipynb
xgboost_multi_model_endpoint_home_value.ipynb
xgboost-census-debugger-rules.ipynb
xgboost-inference-recommender.ipynb