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Title: GitHub - KHALgorithm/amazon-sagemaker-examples: Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

Open Graph Title: GitHub - KHALgorithm/amazon-sagemaker-examples: Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

X Title: GitHub - KHALgorithm/amazon-sagemaker-examples: Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

Description: Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker. - GitHub - KHALgorithm/amazon-sagemaker-examples: Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

Open Graph Description: Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker. - GitHub - KHALgorithm/amazon-sagemaker-examples: Example 📓 Jupyter n...

X Description: Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker. - GitHub - KHALgorithm/amazon-sagemaker-examples: Example 📓 Jupyter n...

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sagemaker-training-compiler	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker-training-compiler
sagemaker-training-compiler	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker-training-compiler
sagemaker-triton	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker-triton
sagemaker-triton	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker-triton
sagemaker_batch_transform	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_batch_transform
sagemaker_batch_transform	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_batch_transform
sagemaker_edge_manager	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_edge_manager
sagemaker_edge_manager	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_edge_manager
sagemaker_endpoints/a_b_testing	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_endpoints/a_b_testing
sagemaker_endpoints/a_b_testing	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_endpoints/a_b_testing
sagemaker_model_governance	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_model_governance
sagemaker_model_governance	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_model_governance
sagemaker_model_monitor	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_model_monitor
sagemaker_model_monitor	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_model_monitor
sagemaker_neo_compilation_jobs	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_neo_compilation_jobs
sagemaker_neo_compilation_jobs	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_neo_compilation_jobs
sagemaker_processing	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_processing
sagemaker_processing	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/sagemaker_processing
scientific_details_of_algorithms	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/scientific_details_of_algorithms
scientific_details_of_algorithms	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/scientific_details_of_algorithms
serverless-inference	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/serverless-inference
serverless-inference	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/serverless-inference
step-functions-data-science-sdk	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/step-functions-data-science-sdk
step-functions-data-science-sdk	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/step-functions-data-science-sdk
synthetic_data	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/synthetic_data
synthetic_data	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/synthetic_data
training	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/training
training	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/training
use-cases	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/use-cases
use-cases	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/use-cases
utils	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/utils
utils	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/tree/main/utils
.gitignore	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/.gitignore
.readthedocs.yml	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/.readthedocs.yml
.readthedocs.yml	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/.readthedocs.yml
CODEOWNERS	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/CODEOWNERS
CODEOWNERS	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/CODEOWNERS
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/CONTRIBUTING.md
LICENSE.txt	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/LICENSE.txt
LICENSE.txt	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/LICENSE.txt
Makefile	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/Makefile
Makefile	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/Makefile
NOTICE	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/NOTICE
NOTICE	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/NOTICE
README.md	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/README.md
README.md	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/README.md
conf.py	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/conf.py
conf.py	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/conf.py
config.json	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/config.json
config.json	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/config.json
environment.yml	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/environment.yml
environment.yml	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/environment.yml
index.rst	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/index.rst
index.rst	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/index.rst
intro.rst	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/intro.rst
intro.rst	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/intro.rst
make.bat	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/make.bat
make.bat	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/make.bat
tox.ini	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/tox.ini
tox.ini	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/tox.ini
README	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples
Contributing	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples
License	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples
	https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#amazon-sagemaker-examples
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#books-background
Amazon SageMaker	https://aws.amazon.com/sagemaker/
SageMaker example notebooks	https://sagemaker-examples.readthedocs.io/en/latest/
Sagemaker Example Community repository	https://github.com/aws/amazon-sagemaker-examples-community
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#hammer_and_wrench-setup
AWS account	http://docs.aws.amazon.com/sagemaker/latest/dg/gs-account.html
IAM User and Role	http://docs.aws.amazon.com/sagemaker/latest/dg/authentication-and-access-control.html
Amazon SageMaker Notebook Instance	http://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html
S3 bucket	http://docs.aws.amazon.com/sagemaker/latest/dg/gs-config-permissions.html
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#computer-usage
announcement	https://github.com/aws/amazon-sagemaker-examples/discussions/3131
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#notebook-examples
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#introduction-to-geospatial-capabilities
How to use SageMaker Processing with geospatial image	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-geospatial/processing-geospatial-ndvi/geospatial-processing-ndvi-intro.ipynb
Monitoring Lake Drought with SageMaker Geospatial Capabilities	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-geospatial/lake-mead-drought-monitoring
Digital Farming with Amazon SageMaker Geospatial Capabilities	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-geospatial/digital-farming-pipelines
Assess wildfire damage with Amazon SageMaker Geospatial Capabilities	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-geospatial/dixie-wildfire-damage-assessment/dixie-wildfire-damage-assessment.ipynb
Monitoring Glacier Melting with SageMaker Geospatial Capabilities	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-geospatial/mount-shasta-glacier-melting-monitoring
Monitoring of methane (CH4) emission point sources using Amazon SageMaker Geospatial Capabilities	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-geospatial/methane-emission-monitoring/monitor_methane_ch4_emission_point_sources.ipynb
Segmenting aerial imagery using geospatial GPU notebook	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-geospatial/segment-aerial-naip/segment_naip_geospatial_notebook.ipynb
Perform Sentinel-1 InSAR using ESA SNAP Toolkit	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-geospatial/sentinel1-insar-snap/sentinel1_insar_kumamoto.ipynb
How to use Vector Enrichment Jobs for Map Matching	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-geospatial/vector-enrichment-map-matching/vector-enrichment-map-matching.ipynb
How to use Vector Enrichment Jobs for Reverse Geocoding	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-geospatial/vector-enrichment-reverse-geocoding/vector-enrichment-reverse-geocoding.ipynb
Building geospatial pipelines with SageMaker Pipelines	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-geospatial/geospatial-processing-pipeline/geospatial_pipeline_processing.ipynb
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#introduction-to-ground-truth-labeling-jobs
Bring your own model for SageMaker labeling workflows with active learning	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/ground_truth_labeling_jobs/bring_your_own_model_for_sagemaker_labeling_workflows_with_active_learning
From Unlabeled Data to a Deployed Machine Learning Model: A SageMaker Ground Truth Demonstration for Image Classification	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/ground_truth_labeling_jobs/from_unlabeled_data_to_deployed_machine_learning_model_ground_truth_demo_image_classification
Ground Truth Object Detection Tutorial	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/ground_truth_labeling_jobs/ground_truth_object_detection_tutorial
Basic Data Analysis of an Image Classification Output Manifest	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/ground_truth_labeling_jobs/data_analysis_of_ground_truth_image_classification_output
Training a Machine Learning Model Using an Output Manifest	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/ground_truth_labeling_jobs/object_detection_augmented_manifest_training
Annotation Consolidation	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/ground_truth_labeling_jobs/annotation_consolidation
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#introduction-to-applying-machine-learning
Predicting Customer Churn	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/xgboost_customer_churn
XGBoost	https://github.com/dmlc/xgboost
Cancer Prediction	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/breast_cancer_prediction
Ensembling	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/ensemble_modeling
Video Game Sales	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/video_game_sales
MXNet Gluon Recommender System	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/gluon_recommender_system
Fair Linear Learner	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/fair_linear_learner
Population Segmentation of US Census Data using PCA and Kmeans	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/US-census_population_segmentation_PCA_Kmeans
Document Embedding using Object2Vec	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/object2vec_document_embedding
Traffic violations forecasting using DeepAR	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/deepar_chicago_traffic_violations
Visual Inspection Automation with Pre-trained Amazon SageMaker Models	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/visual_object_detection
Create SageMaker Models Using the PyTorch Model Zoo	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/sagemaker_pytorch_model_zoo
Deep Demand Forecasting	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/deep_demand_forecasting
Fraud Detection Using Graph Neural Networks	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/fraud_detection_using_graph_neural_networks
Identify key insights from textual document	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/identify_key_insights_from_textual_document
Synthetic Churn Prediction with Text	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/synthetic_churn_prediction_with_text
Credit Card Fraud Detector	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/credit_card_fraud_detector
Churn Prediction Multimodality of Text and Tabular	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/churn_prediction_multimodality_of_text_and_tabular
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#sagemaker-automatic-model-tuning
XGBoost Tuning	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/hyperparameter_tuning/xgboost_direct_marketing
BlazingText Tuning	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/hyperparameter_tuning/blazingtext_text_classification_20_newsgroups
TensorFlow Tuning	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/hyperparameter_tuning/tensorflow_mnist
MXNet Tuning	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/hyperparameter_tuning/mxnet_mnist
HuggingFace Tuning	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/hyperparameter_tuning/huggingface_multiclass_text_classification_20_newsgroups
Keras BYO Tuning	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/hyperparameter_tuning/keras_bring_your_own
R BYO Tuning	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/hyperparameter_tuning/r_bring_your_own
Bring Your Own R Algorithm	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/r_bring_your_own
Analyzing Results	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/hyperparameter_tuning/analyze_results
Model tuning for distributed training	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/hyperparameter_tuning/model_tuning_for_distributed_training
Neural Architecture Search for Large Language Models	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/hyperparameter_tuning/neural_architecture_search_llm
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#sagemaker-autopilot
Customer Churn AutoML	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/autopilot
Predicting Customer Churn	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/xgboost_customer_churn
Targeted Direct Marketing AutoML	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/autopilot
Housing Prices AutoML	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-autopilot/housing_prices
Portfolio Churn Prediction with Amazon SageMaker Autopilot and Neo4j	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/autopilot/sagemaker_autopilot_neo4j_portfolio_churn.ipynb
Move Amazon SageMaker Autopilot ML models from experimentation to production using Amazon SageMaker Pipelines	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/autopilot/sagemaker-autopilot-pipelines
Amazon SageMaker Autopilot models to serverless endpoints	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/autopilot/autopilot-serverless-inference
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#introduction-to-amazon-algorithms
k-means	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/1P_kmeans_highlevel
Factorization Machines	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/factorization_machines_mnist
Latent Dirichlet Allocation (LDA)	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/lda_topic_modeling
Linear Learner	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/linear_learner_mnist
Neural Topic Model (NTM)	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/ntm_synthetic
Principal Components Analysis (PCA)	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/pca_mnist
Seq2Seq	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/seq2seq_translation_en-de
Sockeye	https://github.com/awslabs/sockeye
Image Classification	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/imageclassification_caltech
XGBoost for regression	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/xgboost_abalone
Abalone dataset	https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/regression.html
XGBoost	https://github.com/dmlc/xgboost
XGBoost for multi-class classification	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/xgboost_mnist
XGBoost	https://github.com/dmlc/xgboost
DeepAR for time series forecasting	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/deepar_synthetic
BlazingText Word2Vec	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/blazingtext_word2vec_text8
Object detection for bird images	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/object_detection_birds
Object2Vec for movie recommendation	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/object2vec_movie_recommendation
Object2Vec for multi-label classification	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/object2vec_multilabel_genre_classification
Object2Vec for sentence similarity	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/object2vec_sentence_similarity
IP Insights for suspicious logins	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/ipinsights_login
Semantic Segmentation	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/semantic_segmentation_pascalvoc
JumpStart Instance Segmentation	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_instance_segmentation
JumpStart Semantic Segmentation	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_semantic_segmentation
JumpStart Text Generation	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_text_generation
JumpStart Text Summarization	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_text_summarization
JumpStart Image Embedding	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_image_embedding
JumpStart Text Embedding	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_text_embedding
JumpStart Object Detection	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_object_detection
JumpStart Machine Translation	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_machine_translation
JumpStart Named Entity Recognition	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_named_entity_recognition
JumpStart Text to Image	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_text_to_image
JumpStart Upscaling	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_upscaling
JumpStart Inpainting	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_inpainting
In-context learning with AlexaTM 20B	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/jumpstart_alexatm20b
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#amazon-sagemaker-rl
Cartpole using Coach	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_cartpole_coach
AWS DeepRacer	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_deepracer_robomaker_coach_gazebo
HVAC using EnergyPlus	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_hvac_coach_energyplus
Knapsack Problem	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_knapsack_coach_custom
Mountain Car	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_mountain_car_coach_gymEnv
Distributed Neural Network Compression	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_network_compression_ray_custom
Portfolio Management	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_portfolio_management_coach_customEnv
Autoscaling	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_predictive_autoscaling_coach_customEnv
Roboschool	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_roboschool_ray
Stable Baselines	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_roboschool_stable_baselines
Travelling Salesman	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_traveling_salesman_vehicle_routing_coach
Tic-tac-toe	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_tic_tac_toe_coach_customEnv
Unity Game Agent	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/reinforcement_learning/rl_unity_ray
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#scientific-details-of-algorithms
Streaming Median	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/scientific_details_of_algorithms/streaming_median
Latent Dirichlet Allocation (LDA)	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/scientific_details_of_algorithms/lda_topic_modeling
Linear Learner features	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/scientific_details_of_algorithms/linear_learner_class_weights_loss_functions
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#amazon-sagemaker-debugger
Using a built-in rule with TensorFlow	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-debugger/tensorflow_builtin_rule
Using a custom rule with TensorFlow Keras	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-debugger/tensorflow_keras_custom_rule
Interactive tensor analysis in notebook with MXNet	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-debugger/mnist_tensor_analysis
Visualizing Debugging Tensors of MXNet training	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-debugger/mnist_tensor_plot
Real-time analysis in notebook with MXNet	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-debugger/mxnet_realtime_analysis
Using a built in rule with XGBoost	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-debugger/xgboost_builtin_rules
Real-time analysis in notebook with XGBoost	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-debugger/xgboost_realtime_analysis
Using SageMaker Debugger with Managed Spot Training and MXNet	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-debugger/mxnet_spot_training
Reacting to CloudWatch Events from Rules to take an action based on status with TensorFlow	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-debugger/tensorflow_action_on_rule
Using SageMaker Debugger with a custom PyTorch container	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-debugger/pytorch_custom_container
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#amazon-sagemaker-distributed-training
distributed_training/	https://github.com/aws/amazon-sagemaker-examples/tree/main/training/distributed_training
Train GPT-2 with Sharded Data Parallel	https://github.com/aws/amazon-sagemaker-examples/tree/main/training/distributed_training/pytorch/model_parallel/gpt2/smp-train-gpt-simple-sharded-data-parallel.ipynb
Train EleutherAI GPT-J with Model Parallel	https://github.com/aws/amazon-sagemaker-examples/blob/main/training/distributed_training/pytorch/model_parallel/gpt-j/11_train_gptj_smp_tensor_parallel_notebook.ipynb
Train MaskRCNN with Data Parallel	https://github.com/aws/amazon-sagemaker-examples/blob/main/training/distributed_training/pytorch/data_parallel/maskrcnn/pytorch_smdataparallel_maskrcnn_demo.ipynb
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#amazon-sagemaker-smart-sifting
Train Image Classification using Vision Transformer with Smart Sifting	https://github.com/aws/amazon-sagemaker-examples/tree/main/training/smart_sifting/Image_Classification_VIT/Train_Image_classification.ipynb
Train Text Classification using BERT with Smart Sifting	https://github.com/aws/amazon-sagemaker-examples/tree/main/training/smart_sifting/Text_Classification_BERT/Train_text_classification.ipynb
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#amazon-sagemaker-clarify
Fairness and Explainability with SageMaker Clarify	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-clarify/fairness_and_explainability
Amazon SageMaker Clarify Model Monitors	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker_model_monitor/fairness_and_explainability
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#publishing-content-from-rstudio-on-amazon-sagemaker-to-rstudio-connect
Publishing R Markdown	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/r_examples/rsconnect_rmarkdown
Publishing R Shiny Apps	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/r_examples/rsconnect_shiny
Publishing Streamlit Apps	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/r_examples/rsconnect_streamlit
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#advanced-amazon-sagemaker-functionality
Data Distribution Types	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/data_distribution_types
Distributed Training and Batch Transform with Sentiment Classification	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/sentiment_parallel_batch
Encrypting Your Data	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/handling_kms_encrypted_data
Using Parquet Data	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/parquet_to_recordio_protobuf
Parquet	https://parquet.apache.org/
Connecting to Redshift	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/working_with_redshift_data
Bring Your Own XGBoost Model	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/xgboost_bring_your_own_model
Bring Your Own k-means Model	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/kmeans_bring_your_own_model
Bring Your Own R Algorithm	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/r_bring_your_own
Installing the R Kernel	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/install_r_kernel
Bring Your Own scikit Algorithm	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/scikit_bring_your_own
Bring Your Own MXNet Model	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/mxnet_mnist_byom
Bring Your Own TensorFlow Model	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/tensorflow_iris_byom
Bring Your Own Model train and deploy BERTopic	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/pytorch_extend_container_train_deploy_bertopic
Experiment Management Capabilities with Search	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/search
Host Multiple Models with Your Own Algorithm	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/multi_model_bring_your_own
Host Multiple Models with XGBoost	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/multi_model_xgboost_home_value
Host Multiple Models with SKLearn	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/multi_model_sklearn_home_value
Host Multimodal HuggingFace Model	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/advanced_functionality/huggingface_deploy_instructpix2pix
SageMaker Training and Inference with Script Mode	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-script-mode
Host Models with NVidia Triton Server	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-triton
Triton	https://developer.nvidia.com/nvidia-triton-inference-server
Heterogenous Clusters Training in TensorFlow or PyTorch	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/training/heterogeneous-clusters/README.md
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#amazon-sagemaker-neo-compilation-jobs
GluonCV SSD Mobilenet	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker_neo_compilation_jobs/gluoncv_ssd_mobilenet
Image Classification	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker_neo_compilation_jobs/imageclassification_caltech
image classification	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_amazon_algorithms/imageclassification_caltech
MNIST with MXNet	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker_neo_compilation_jobs/mxnet_mnist
MXNet MNIST	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/mxnet_mnist
Deploying pre-trained PyTorch vision models	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker_neo_compilation_jobs/pytorch_torchvision
Distributed TensorFlow	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker_neo_compilation_jobs/tensorflow_distributed_mnist
Predicting Customer Churn	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker_neo_compilation_jobs/xgboost_customer_churn
XGBoost customer churn	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/introduction_to_applying_machine_learning/xgboost_customer_churn
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#amazon-sagemaker-processing
Scikit-Learn Data Processing and Model Evaluation	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker_processing/scikit_learn_data_processing_and_model_evaluation
Feature transformation with Amazon SageMaker Processing and SparkML	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker_processing/feature_transformation_with_sagemaker_processing
Feature transformation with Amazon SageMaker Processing and Dask	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker_processing/feature_transformation_with_sagemaker_processing_dask
Distributed Data Processing using Apache Spark and SageMaker Processing	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker_processing/spark_distributed_data_processing
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#amazon-sagemaker-pipelines
SageMaker Pipelines	https://aws.amazon.com/sagemaker/pipelines
Amazon Comprehend with SageMaker Pipelines	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-pipelines/nlp/amazon_comprehend_sagemaker_pipeline
Amazon Forecast with SageMaker Pipelines	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-pipelines/time_series_forecasting/amazon_forecast_pipeline
Multi-model SageMaker Pipeline with Hyperparamater Tuning and Experiments	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-pipeline-multi-model
SageMaker Pipeline Local Mode with FrameworkProcessor and BYOC for PyTorch with sagemaker-training-toolkig	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-pipelines/tabular/local-mode/framework-processor-byoc
SageMaker Pipeline Step Caching	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-pipelines/tabular/caching
Native AutoML step in SageMaker Pipelines	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-pipelines/tabular/automl-step/sagemaker_autopilot_pipelines_native_auto_ml_step.ipynb
Computer Vision Pipeline using step decorator	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-pipelines/step-decorator/computer-vision-examples/computer-vision-pipeline.ipynb
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#amazon-sagemaker-pre-built-framework-containers-and-the-python-sdk
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#pre-built-deep-learning-framework-containers
Chainer CIFAR-10	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/chainer_cifar10
Chainer MNIST	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/chainer_mnist
Chainer sentiment analysis	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/chainer_sentiment_analysis
IRIS with Scikit-learn	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/scikit_learn_iris
Model Registry and Batch Transform with Scikit-learn	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/scikit_learn_model_registry_batch_transform
MNIST with MXNet Gluon	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/mxnet_gluon_mnist
MNIST with MXNet	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/mxnet_mnist
Sentiment Analysis with MXNet Gluon	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/mxnet_gluon_sentiment
TensorFlow training and serving	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/tensorflow_script_mode_training_and_serving
TensorFlow with Horovod	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/tensorflow_script_mode_horovod
TensorFlow using shell commands	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/tensorflow_script_mode_using_shell_commands
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#pre-built-machine-learning-framework-containers
Inference with SparkML Serving	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/sparkml_serving_emr_mleap_abalone
Pipeline Inference with Scikit-learn and LinearLearner	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-python-sdk/scikit_learn_inference_pipeline
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#using-amazon-sagemaker-with-apache-spark
SageMaker Spark	https://github.com/aws/sagemaker-spark
MNIST with SageMaker PySpark	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-spark/pyspark_mnist
Parameterize spark configuration in pipeline PySparkProcessor execution	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/sagemaker-spark/parameterize-spark-config-pysparkprocessor-pipeline
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#using-amazon-sagemaker-with-amazon-keyspaces-for-apache-cassandra
Amazon Keyspaces	https://docs.aws.amazon.com/keyspaces/
Train Machine Learning Models using Amazon Keyspaces as a Data Source	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/ingest_data/sagemaker-keyspaces
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#aws-marketplace
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#create-algorithmsmodel-packages-for-listing-in-aws-marketplace-for-machine-learning
Creating Marketplace Products	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/creating_marketplace_products
Creating a Model Package - Listing on AWS Marketplace	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/creating_marketplace_products/models
Creating Algorithm and Model Package - Listing on AWS Marketplace	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/creating_marketplace_products/algorithms
Curate your AWS Marketplace model package listing and sample notebook	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/ModelPackage
Curate your AWS Marketplace algorithm listing and sample notebook	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/curating_aws_marketplace_listing_and_sample_notebook/Algorithm
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#use-algorithms-data-and-model-packages-from-aws-marketplace
Using Algorithms	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_algorithms
Using Algorithm From AWS Marketplace	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_algorithms/amazon_demo_product
Using AutoML algorithm	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_algorithms/automl
Using Model Packages	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_model_packages
Using Model Packages From AWS Marketplace	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_model_packages/generic_sample_notebook
Using Amazon Demo product From AWS Marketplace	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_model_packages/amazon_demo_product
Using models for extracting vehicle metadata	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_model_packages/auto_insurance
Using models for identifying non-compliance at a workplace	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_model_packages/improving_industrial_workplace_safety
Creative writing using GPT-2 Text Generation	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_model_packages/creative-writing-using-gpt-2-text-generation
Amazon Augmented AI with AWS Marketplace ML models	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_model_packages/amazon_augmented_ai_with_aws_marketplace_ml_models
Monitoring data quality in third-party models from AWS Marketplace	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_model_packages/data_quality_monitoring
Evaluating ML models from AWS Marketplace for person counting use case	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_model_packages/evaluating_aws_marketplace_models_for_person_counting_use_case
Preprocessing audio data using a pre-trained machine learning model	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/using_model_packages/preprocessing-audio-data-using-a-machine-learning-model
Using Dataset Products	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_data
Using Dataset Product from AWS Data Exchange with ML model from AWS Marketplace	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_data/using_data_with_ml_model
Using Shutterstock Image Datasets to train Image Classification Models	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/blob/main/aws_marketplace/using_data/image_classification_with_shutterstock_image_datasets
Free Sample: Images & Metadata of “Whole Foods” Shoppers	https://aws.amazon.com/marketplace/pp/prodview-y6xuddt42fmbu?qid=1623195111604&sr=0-1&ref_=srh_res_product_title#offers
from this blog post	https://aws.amazon.com/blogs/awsmarketplace/using-shutterstocks-image-datasets-to-train-your-computer-vision-models/
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#balance_scale-license
Apache 2.0 License	http://aws.amazon.com/apache2.0/
LICENSE	https://github.com/aws/amazon-sagemaker-examples/blob/master/LICENSE.txt
	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#handshake-contributing
contributing guidelines	https://github.com/aws/amazon-sagemaker-examples/blob/master/CONTRIBUTING.md
sagemaker-examples.readthedocs.io	https://sagemaker-examples.readthedocs.io
Readme	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#readme-ov-file
Apache-2.0 license	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples#Apache-2.0-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples
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Releases	https://patch-diff.githubusercontent.com/KHALgorithm/amazon-sagemaker-examples/releases
Packages 0	https://patch-diff.githubusercontent.com/users/KHALgorithm/packages?repo_name=amazon-sagemaker-examples
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Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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URLs of crawlers that visited me.