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GitHub / evz-aws / amazon-sagemaker-examples

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

JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/evz-aws%2Famazon-sagemaker-examples

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License: apache-2.0
Language: Jupyter Notebook
Repo Size: 394 MB
Dependencies: 75

Created: almost 3 years ago
Updated: 7 months ago
Last pushed: almost 3 years ago
Last synced: 7 months ago

Files

Readme

Dependencies

reinforcement_learning/rl_game_server_autopilot/ap-client/autopilot-client-image/Dockerfile docker

alpine 3.6 build

reinforcement_learning/rl_game_server_autopilot/game-env/minecraft-server-image/Dockerfile docker

openjdk 8u171-jre-alpine build

reinforcement_learning/rl_game_server_autopilot/game-env/spot-sig-handler-image/Dockerfile docker

alpine 3.6 build

reinforcement_learning/rl_game_server_autopilot/sagemaker/Dockerfile docker

520713654638.dkr.ecr.${AWS_REGION}.amazonaws.com/sagemaker-rl-tensorflow ray0.5.3-${CPU_OR_GPU}-py3 build

reinforcement_learning/rl_hvac_coach_energyplus/Dockerfile docker

520713654638.dkr.ecr.${AWS_REGION}.amazonaws.com/sagemaker-rl-mxnet coach0.11.0-${CPU_OR_GPU}-py3 build

reinforcement_learning/rl_hvac_ray_energyplus/Dockerfile docker

462105765813.dkr.ecr.${AWS_REGION}.amazonaws.com/sagemaker-rl-ray-container ray-0.8.5-${FRAMEWORK}-${CPU_OR_GPU}-py36 build

reinforcement_learning/rl_roboschool_ray/Dockerfile docker

462105765813.dkr.ecr.${AWS_REGION}.amazonaws.com/sagemaker-rl-ray-container ray-0.8.2-tf-${CPU_OR_GPU}-py36 build

reinforcement_learning/rl_roboschool_stable_baselines/Dockerfile docker

462105765813.dkr.ecr.${AWS_REGION}.amazonaws.com/sagemaker-rl-coach-container coach-1.0.0-tf-cpu-py3 build

reinforcement_learning/rl_unity_ray/Dockerfile docker

462105765813.dkr.ecr.${AWS_REGION}.amazonaws.com/sagemaker-rl-ray-container ray-0.8.5-tf-${CPU_OR_GPU}-py36 build

sagemaker-debugger/build_your_own_container_with_debugger/docker/Dockerfile docker

tensorflow/tensorflow 2.2.0rc2-py3-jupyter build

sagemaker-fundamentals/create-endpoint/container/Dockerfile docker

ubuntu 18.04 build

sagemaker-fundamentals/create-training-job/container/Dockerfile docker

continuumio/miniconda latest build

sagemaker-fundamentals/create-training-job/container/tmp/Dockerfile docker

decision_tree latest build

sagemaker-fundamentals/create-training-job/container_hyperparameter_injection/Dockerfile docker

continuumio/miniconda latest build

sagemaker-fundamentals/create-training-job/container_kms/Dockerfile docker

continuumio/miniconda3 latest build

sagemaker_batch_transform/introduction_to_batch_transform/Dockerfile docker

ubuntu 16.04 build

sagemaker_batch_transform/working_with_tfrecords/tfrecord-transformer-container/Dockerfile docker

python 3.6 build

sagemaker_processing/fairness_and_explainability/container/Dockerfile docker

continuumio/miniconda3 latest build

advanced_functionality/custom-training-containers/framework-container/package/setup.py pypi

sagemaker-training ==3.4.1

advanced_functionality/multi_model_pytorch/code/requirements.txt pypi

sagemaker-pytorch-inference >=2,<3
torch-model-archiver *

advanced_functionality/pytorch_deploy_pretrained_bert_model/code/requirements.txt pypi

transformers ==4.7.0

environment.yml pypi

sagemaker ==2.15.0

ground_truth_labeling_jobs/bring_your_own_model_for_sagemaker_labeling_workflows_with_active_learning/src/requirements.txt pypi

ground_truth_labeling_jobs/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/boto3_layer/requirements.txt pypi

boto3 ==1.16.24

ground_truth_labeling_jobs/multi_modal_parallel_sagemaker_labeling_workflows_with_step_functions/src/lambda_src/requirements.txt pypi

prep_data/image_data_guide/training_tensorflow/requirements.txt pypi

tensorflow-datasets ==3.2.1

reinforcement_learning/rl_game_server_autopilot/ap-server/requirements.txt pypi

numpy *
requests *

reinforcement_learning/test_requirements.txt pypi

pandas * test
papermill * test
tabulate * test

sagemaker-debugger/model_specific_realtime_analysis/bert_attention_head_view/entry_point/requirements.txt pypi

gluonnlp ==0.8.3

sagemaker-debugger/pytorch_iterative_model_pruning/src/requirements.txt pypi

smdebug ==0.5.0

sagemaker-experiments/track-an-airflow-workflow/code/requirements.txt pypi

numpy *

sagemaker-python-sdk/mxnet_horovod_fasterrcnn/source/requirements.txt pypi

Cython ==0.29.6
gluoncv ==0.8.0
mpi4py ==3.0.3
pybind11 ==2.4.3
pycocotools *

sagemaker-python-sdk/mxnet_horovod_maskrcnn/source/requirements.txt pypi

Cython ==0.29.6
gluoncv ==0.8.0
mpi4py ==3.0.3
pybind11 ==2.4.3
pycocotools *

sagemaker-python-sdk/tensorboard_keras/source_dir/requirements.txt pypi

matplotlib ==3.2.1

sagemaker_batch_transform/tensorflow_cifar-10_with_inference_script/code/requirements.txt pypi

Pillow *
numpy *

sagemaker_batch_transform/tensorflow_open-images_tfrecord/code/requirements.txt pypi

tensorflow *

advanced_functionality/custom-training-containers/basic-training-container/docker/Dockerfile docker

ubuntu 16.04 build

advanced_functionality/custom-training-containers/framework-container/docker/Dockerfile docker

ubuntu 16.04 build

advanced_functionality/custom-training-containers/script-mode-container/docker/Dockerfile docker

ubuntu 16.04 build

advanced_functionality/custom-training-containers/script-mode-container-2/docker/Dockerfile docker

ubuntu 16.04 build

advanced_functionality/distributed_tensorflow_mask_rcnn/container/Dockerfile docker

763104351884.dkr.ecr.us-west-2.amazonaws.com/tensorflow-training 1.15.2-gpu-py36-cu100-ubuntu18.04 build

advanced_functionality/distributed_tensorflow_mask_rcnn/container-optimized/Dockerfile docker

763104351884.dkr.ecr.us-west-2.amazonaws.com/tensorflow-training 1.15.2-gpu-py36-cu100-ubuntu18.04 build

advanced_functionality/distributed_tensorflow_mask_rcnn/container-optimized-script-mode/Dockerfile docker

763104351884.dkr.ecr.us-west-2.amazonaws.com/tensorflow-training 1.15.2-gpu-py36-cu100-ubuntu18.04 build

advanced_functionality/distributed_tensorflow_mask_rcnn/container-script-mode/Dockerfile docker

763104351884.dkr.ecr.us-west-2.amazonaws.com/tensorflow-training 1.15.2-gpu-py36-cu100-ubuntu18.04 build

advanced_functionality/distributed_tensorflow_mask_rcnn/container-serving/Dockerfile docker

763104351884.dkr.ecr.us-west-2.amazonaws.com/tensorflow-training 1.15.2-gpu-py36-cu100-ubuntu18.04 build

advanced_functionality/distributed_tensorflow_mask_rcnn/container-serving-optimized/Dockerfile docker

763104351884.dkr.ecr.us-west-2.amazonaws.com/tensorflow-training 1.15.2-gpu-py36-cu100-ubuntu18.04 build

advanced_functionality/fairseq_translation/Dockerfile docker

nvidia/cuda 9.0-cudnn7-devel-ubuntu16.04 build

advanced_functionality/jax_bring_your_own/docker/Dockerfile docker

nvidia/cuda 11.1-cudnn8-devel-ubuntu18.04 build

advanced_functionality/multi_model_bring_your_own/container/Dockerfile docker

ubuntu 16.04 build

advanced_functionality/pipe_bring_your_own/Dockerfile docker

763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training 1.5.1-cpu-py36-ubuntu16.04 build

advanced_functionality/pytorch_extending_our_containers/container/Dockerfile docker

520713654638.dkr.ecr.$REGION.amazonaws.com/sagemaker-pytorch 0.4.0-cpu-py3 build

advanced_functionality/scikit_bring_your_own/container/Dockerfile docker

ubuntu 18.04 build

advanced_functionality/tensorflow_bring_your_own/container/Dockerfile docker

tensorflow/tensorflow 1.8.0-py3 build

aws_marketplace/creating_marketplace_products/container/Dockerfile docker

ubuntu 18.04 build

aws_sagemaker_studio/sagemaker_studio_image_build/tensorflow_bring_your_own/Dockerfile docker

tensorflow/tensorflow 1.8.0-py3 build

aws_sagemaker_studio/sagemaker_studio_image_build/xgboost_bring_your_own/Dockerfile docker

ubuntu 16.04 build

contrib/inference_pipeline_custom_containers/containers/postprocessor/docker/Dockerfile docker

ubuntu 16.04 build

contrib/inference_pipeline_custom_containers/containers/preprocessor/docker/Dockerfile docker

ubuntu 16.04 build

ground_truth_labeling_jobs/bring_your_own_model_for_sagemaker_labeling_workflows_with_active_learning/container/Dockerfile docker

tensorflow/tensorflow latest-py3 build

hyperparameter_tuning/keras_bring_your_own/Dockerfile docker

tensorflow/tensorflow $VERSION build

hyperparameter_tuning/r_bring_your_own/Dockerfile docker

ubuntu 16.04 build

hyperparameter_tuning/rapids_bring_your_own/code/Dockerfile docker

rapidsai/rapidsai 0.15-cuda11.0-base-ubuntu18.04-py3.7 build

r_examples/r_byo_r_algo_hpo/Dockerfile docker

public.ecr.aws/u6k6n4j8/r-base latest build

reinforcement_learning/rl_deepracer_robomaker_coach_gazebo/Dockerfile docker

ubuntu 18.04 build