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20190206 AWS Black Belt Online Seminar Amazon SageMaker Basic Session
1.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Makoto Shimura, Solutions Architect 2019/02/06 Amazon SageMaker [AWS Black Belt Online Seminar]
2.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • • • • ⎼ Amazon Athena ⎼ AWS Glue ⎼ Amazon SageMaker
3.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark AWS Black Belt Online Seminar • • ① 吹き出しをクリック ② 質問を入力 ③ Sendをクリック Twitter #awsblackbelt
4.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • 2019 02 06 AWS (http://aws.amazon.com) • AWS AWS • • AWS does not offer binding price quotes. AWS pricing is publicly available and is subject to change in accordance with the AWS Customer Agreement available at http://aws.amazon.com/agreement/. Any pricing information included in this document is provided only as an estimate of usage charges for AWS services based on certain information that you have provided. Monthly charges will be based on your actual use of AWS services, and may vary from the estimates provided.
5.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • • Amazon SageMaker • Amazon SageMasker • SageMaker SDK • [ | | ] • Amazon SageMaker •
6.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
7.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 推論推論 大量のCPU や GPU 継続的なデプロイ 様々なデバイスで動作 大量の GPU 大規模データの処理 試行錯誤の繰り返し 学習 学習に使うコードを記述 小規模データで動作確認 開発
8.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 推論推論 エンジニアがプロダク ション環境に構築 API サーバにデプロイ エッジデバイスで動作 学習開発 データサイエンティストが開発環境で作業 開発と学習を同じ 1 台のインスタンスで実施 Deep Learning であれば GPU インスタンスを使用
9.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 推論推論 エンジニアがプロダク ション環境に構築 API サーバにデプロイ エッジデバイスで動作 学習開発 データサイエンティストが開発環境で作業 開発と学習を同じ 1 台のインスタンスで実施 Deep Learning であれば GPU インスタンスを使用 & • • • • • API • •
10.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
11.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon SageMaker
12.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
13.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 3 OK - - ( ml.t2.medium ) - IAM ( )
14.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark IAM c S3 S3 * IAM
15.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark InService Jupyter Jupyter Notebook * JupyterLab JupyterLab
16.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Jupyter Notebook SageMaker Examples SageMaker Python Sdk chainer_single_machine_cifer10.ipynb Use Create copy
17.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Chainer 1 SageMaker Sagemaker Chainer
18.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Sagermaker SDK SDK SDK github * Chainer estimator.fit() estimator.deploy() predictor.predict()
19.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon SageMaker
20.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon SageMaker • • • 13
21.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon SageMaker Jupyter Notebook API EC2 API AB API
22.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon SageMaker Jupyter Notebook API EC2 API AB API
23.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon SageMaker AWS CloudOffice Network SageMaker Service
24.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon SageMaker AWS CloudOffice Network 1. 2. SageMaker Service
25.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker Service Amazon SageMaker AWS CloudOffice Network 1. SDK 4.2. 3. 5.
26.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker Service Amazon SageMaker AWS CloudOffice Network 1. SDK 2. 3.
27.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker Service Amazon SageMaker AWS CloudOffice Network 1. SDK 2. 3. 4. S3 S3 5.
28.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker SDK
29.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker Python SDK & Examples • github SDK • SDK github https://github.com/aws/sagemaker-python-sdk https://github.com/awslabs/amazon-sagemaker-examples
30.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker SDK Estimator Chainer Estimator fit() Chainer S3 deploy() predict() transformer.transform() S3 S3
31.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Chainer main OK SageMaker argparse model_fn() SageMaker
32.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SDK - - Deep Learning Tensorflow ( Keras) Chainer PyTorch MXNet ( Keras) scikit-learn Coach Ray -
33.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SDK - - Deep Learning Tensorflow ( Keras) Chainer PyTorch MXNet ( Keras) scikit-learn Coach Ray -
34.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • Linear Learner • Factorization Machines • XGBoost • Image Classification • seq2seq • K-means • k-NN • Object2Vec • Semantic Segmentation • PCA • LDA • Neural Topic Model • DeepAR Forecasting • BlazingText (word2vec) • Random Cut Forest • Object Detection • IP Insights https://docs.aws.amazon.com/sagemaker/latest/dg/algos.html
35.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark ID ID https://docs.aws.amazon.com/ja_jp/sagemaker/latest/dg/sagemaker-algo-docker-registry-paths.html
36.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Tensorflow • Tensorflow, Chainer, PyTorch, MXNet, scikit-learn SDK • Tensorflow MXNet Keras • Keras AWS blog * • main github • github https://github.com/aws/sagemaker-python-sdk https://github.com/aws/sagemaker-containers * https://aws.amazon.com/jp/blogs/news/amazon-sagemaker-keras/
37.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker ECR docker run $IMAGE_ID train serve ECR ID https://docs.aws.amazon.com/sagemaker/latest/dg/your-algorithms-training-algo.html https://docs.aws.amazon.com/sagemaker/latest/dg/your-algorithms-inference-code.html
38.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark [ ]
39.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • t2 p3 • 5GB-16TB • • Redshift, Athena, EMR https://aws.amazon.com/jp/blogs/news/build-amazon-sagemaker-notebooks-backed-by-spark-in-amazon-emr/ https://aws.amazon.com/jp/blogs/news/build-fast-flexible-secure-machine-learning-platform-using-amazon-sagemaker-and-amazon-redshift/
40.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark git • SageMaker git • • JupyterLab GUI
41.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • • → • •
42.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark [ ]
43.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • scikit-learn instance_count 2 • • /opt/ml/input/config/resourceConfig.json SageMaker • SDK estimator.fit(wait=False)
44.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • Estimater hyperparameters • SageMaker • https://github.com/aws/sagemaker-python-sdk#sagemaker-automatic-model-tuning
45.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • Tensorflow SageMaker pull • SageMaker • nvidia-docker • local https://github.com/aws/sagemaker-python-sdk#local-mode
46.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Search • • Accuracy Loss • Linage https://aws.amazon.com/blogs/machine-learning/amazon-sagemaker-now-comes-with-new-capabilities-for- accelerating-machine-learning-experimentation/
47.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark [ ]
48.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark = 2 • 1 • https://docs.aws.amazon.com/sagemaker/latest/dg/endpoint-auto-scaling.html#endpoint-auto-scaling-add-policy https://docs.aws.amazon.com/ja_jp/autoscaling/application/userguide/application-auto-scaling-target-tracking.html
49.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark A/B • • • • •
50.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker Embedding https://docs.aws.amazon.com/sagemaker/latest/dg/inference-pipelines.html Embedding Classification Client Text Numeric vector Category
51.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Elastic Inference • Elastic Inference CPU EC2 GPU ML • CPU GPU • 75% • • AWS enhanced versions of TensorFlow • Apache MXNet (including ONNX) https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/working-with-ei.html
52.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon SageMaker
53.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker API • SageMaker SDK • AWS SDK SageMaker API SageMaker SDK AWS SDK
54.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker 3 1: SageMaker 2: GPU AWS 3: SageMaker
55.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Step Functions ML • Step Functions SageMaker AWS Glue Lambda • Glue – SageMaker – – https://docs.aws.amazon.com/step-functions/latest/dg/connectors-sagemaker.html CloudWatch Events AWS Step Functions workflow ETL
56.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • ML • SageMaker 1 • ML • • 0.14 USD/GB/ • • • 0.016 USD/GB
57.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker Example Notebooks • https://github.com/awslabs/amazon-sagemaker-examples SageMaker SDK • https://github.com/aws/sagemaker-python-sdk • Doc https://readthedocs.org/projects/sagemaker/ SageMaker • https://docs.aws.amazon.com/ja_jp/sagemaker/latest/dg/whatis.html
58.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Q&A AWS Japan Blog https://aws.amazon.com/jp/blogs/news/
59.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
60.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Appendix
61.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Ground Truth • Amazon SageMaker Ground Truth • • • Amazon Mecanical Turk 3 •
62.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark ML Models in AWS Marketplace Amazon SageMaker 200
63.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark EMR • SageMaker EMR • EMR VPC • EMR Livy
64.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Airflow Operator • Airflow 1.10.1 SageMaker Operator • Airflow SageMaker https://github.com/aws/sagemaker-python-sdk/blob/master/src/sagemaker/workflow/README.rst
65.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • RLEStimator • Open AI Gym / Intel Coach / Berkeley Ray RLLib Tensorflow / MXNet • TensorForce StableBaselines • • • AWS : AWS RoboMaker, Amazon Sumerian • : MATLAB and Simulink • : OpenAI Gym, Gym Roboschool, EnergyPlus https://github.com/aws/sagemaker-python-sdk/tree/master/src/sagemaker/rl https://docs.aws.amazon.com/sagemaker/latest/dg/reinforcement-learning.html
66.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • CloudWatch Metrics • CreateTraininJob API • validation:cross_entropy https://aws.amazon.com/jp/blogs/machine-learning/easily-monitor-and-visualize-metrics-while-training-models-on-amazon-sagemaker/
67.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark • CloudWatch Logs • CloudWatch Logs •
68.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark PIPE • 2 • FILE: • PIPE: S3 API • PIPE • Tensorflow TFRecord • MXNet RecordIO • Chainer PyTorch PIPE
69.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SageMaker Neo • Neo SageMaker • • https://aws.amazon.com/jp/blogs/news/amazon-sagemaker-neo-train-your-machine-learning-models-once-run-them-anywhere/ https://docs.aws.amazon.com/sagemaker/latest/dg/neo.html • TensorFlow • Apache MXNet • PyTorch • ONNX • XGBoost • EC2 c4/5, m4/5, p2/3 • Jetson TX1/2 • DeepLens • Raspberry Pi 3 Model
70.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark : • KMS key ID SSE-KMS • CreateTrainingJob / • CreateEndpointConfig • • • • • Cloudtrail • PCI DSS HIPPA https://aws.amazon.com/about-aws/whats-new/2018/01/aws-kms-based-encryption-is-now-available-in-amazon-sagemaker-training-and-hosting/ https://aws.amazon.com/about-aws/whats-new/2018/01/aws-cloudtrail-integration-is-now-available-in-amazon-sagemaker/ https://aws.amazon.com/about-aws/whats-new/2018/01/amazon-sagemaker-achieves-pci-dss-compliance/ https://aws.amazon.com/about-aws/whats-new/2018/04/access-amazon-vpc-resources-for-training-and-hosting-with-amazon-sageMaker/ https://aws.amazon.com/about-aws/whats-new/2018/05/Amazon-SageMaker-Achieves-HIPAA-Eligibility/ https://aws.amazon.com/jp/about-aws/whats-new/2018/06/amazon-sagemaker-inference-calls-are-supported-on-aws-privatelink/
71.
© 2018, Amazon
Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark : • SageMaker S3 S3 VPC • S3 • S3 • SageMaker API PrivateLink • SageMaker Notebook Endpoint • SageMaker Service API • SageMaker Runtime API https://aws.amazon.com/blogs/machine-learning/direct-access-to-amazon-sagemaker-notebooks-from-amazon-vpc-by-using-an-aws-privatelink-endpoint/ https://aws.amazon.com/about-aws/whats-new/2018/04/access-amazon-vpc-resources-for-training-and-hosting-with-amazon-sageMaker/ https://aws.amazon.com/jp/about-aws/whats-new/2018/06/amazon-sagemaker-inference-calls-are-supported-on-aws-privatelink/ https://aws.amazon.com/about-aws/whats-new/2018/08/amazon-sagemaker-apis-supported-on-aws-privatelink/