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Advent Calendar 2021 / DevOpts & Infrastructure & SRE

MLOps Advent Calendar 2021

Participant14People

Subscriber65People

Category：DevOpts & Infrastructure & SRE

Creator：

@cvusk

MLOps（機械学習のDevOps）に関するAdvent calendarです。
機械学習基盤や学習パイプライン、推論エンジン、ライブラリ、運用、評価等々、機械学習のエンジニアリングであれば制限ありません。
ぜひお気軽に投稿してください！

機械学習基盤（KubeFlow, MLflow, MetaFlow）
サービス（AWS Sagemaker, GCP AI Platform, DataRobot, Azure ML）
データ、学習管理（DVC, ModelDB）
推論エンジン（TF Serving, ONNX, Seldon Core）
ライブラリ（TFX, TF metadata, TensorBoard）
パラメータ探索やAutoML（Katib, Optuna, AutoML, neutral architecture search, AutoGluon）
コンパイラ（TVM, AWS Neo）
論文紹介
等々

2020年のアドベントカレンダー
https://qiita.com/advent-calendar/2020/mlops

Series 1

Sun	Mon	Tue	Wed	Thu	Fri	Sat
28	29	30	1 @cvusk MLOpsの知見をオープンにする Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	2 @tshowis はじめてのデータドリフト Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	3 @ptatecom DataRobot × Vertex Feature Storeで実現するオンライン推論 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	4 Join calendar on 4 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
5 Join calendar on 5 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	6 Join calendar on 6 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	7 Join calendar on 7 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	8 Join calendar on 8 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	9 Join calendar on 9 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	10 Join calendar on 10 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	11 Join calendar on 11 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
12 Join calendar on 12 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	13 @kanta_yamaoka 何かしらかきます Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	14 @iusami AIプロダクト品質保証ガイドライン（QA4AIガイドライン）を用いたAIプロダクトの品質保証 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	15 @dhirooka Vertex Model Montoringを触って書きます。 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	16 @tamakihime オンプレML学習環境の構築（少人数） Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	17 @canonrock16 AI platformで作ったML基盤をお手軽に監視する方法 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	18 @kazunori279 MLOps系プロダクトの布教活動報告 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
19 @AseiSugiyama Introduction to Data Validation: MLOps における重要性とその分類、実用上の注意点について Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	20 @ShuntaIto Azure Machine Learning + Azure Databricks で実験管理とパイプライン構築を試してみた話 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	21 @highitoh MLflow+AWS+SageMakerの環境を立ち上げる Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	22 @keonabut MLOps 成熟度モデルと Azure Machine Learning での実現イメージ Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	23 Join calendar on 23 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	24 @taikiinoue45 AWS IoT Greengrass 入門 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	25 Join calendar on 25 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use

1	@cvusk MLOpsの知見をオープンにする Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
2	@tshowis はじめてのデータドリフト Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
3	@ptatecom DataRobot × Vertex Feature Storeで実現するオンライン推論 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
4	Join calendar on 4 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
5	Join calendar on 5 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
6	Join calendar on 6 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
7	Join calendar on 7 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
8	Join calendar on 8 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
9	Join calendar on 9 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
10	Join calendar on 10 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
11	Join calendar on 11 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
12	Join calendar on 12 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
13	@kanta_yamaoka 何かしらかきます Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
14	@iusami AIプロダクト品質保証ガイドライン（QA4AIガイドライン）を用いたAIプロダクトの品質保証 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
15	@dhirooka Vertex Model Montoringを触って書きます。 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
16	@tamakihime オンプレML学習環境の構築（少人数） Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
17	@canonrock16 AI platformで作ったML基盤をお手軽に監視する方法 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
18	@kazunori279 MLOps系プロダクトの布教活動報告 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
19	@AseiSugiyama Introduction to Data Validation: MLOps における重要性とその分類、実用上の注意点について Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
20	@ShuntaIto Azure Machine Learning + Azure Databricks で実験管理とパイプライン構築を試してみた話 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
21	@highitoh MLflow+AWS+SageMakerの環境を立ち上げる Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
22	@keonabut MLOps 成熟度モデルと Azure Machine Learning での実現イメージ Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
23	Join calendar on 23 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
24	@taikiinoue45 AWS IoT Greengrass 入門 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
25	Join calendar on 25 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use

Sun	Mon	Tue	Wed	Thu	Fri	Sat
28	29	30	1 @cvusk MLOpsの知見をオープンにする Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	2 @tshowis はじめてのデータドリフト Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	3 @ptatecom DataRobot × Vertex Feature Storeで実現するオンライン推論 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	4 Join calendar on 4 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
5 Join calendar on 5 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	6 Join calendar on 6 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	7 Join calendar on 7 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	8 Join calendar on 8 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	9 Join calendar on 9 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	10 Join calendar on 10 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	11 Join calendar on 11 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
12 Join calendar on 12 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	13 @kanta_yamaoka 何かしらかきます Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	14 @iusami AIプロダクト品質保証ガイドライン（QA4AIガイドライン）を用いたAIプロダクトの品質保証 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	15 @dhirooka Vertex Model Montoringを触って書きます。 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	16 @tamakihime オンプレML学習環境の構築（少人数） Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	17 @canonrock16 AI platformで作ったML基盤をお手軽に監視する方法 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	18 @kazunori279 MLOps系プロダクトの布教活動報告 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
19 @AseiSugiyama Introduction to Data Validation: MLOps における重要性とその分類、実用上の注意点について Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	20 @ShuntaIto Azure Machine Learning + Azure Databricks で実験管理とパイプライン構築を試してみた話 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	21 @highitoh MLflow+AWS+SageMakerの環境を立ち上げる Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	22 @keonabut MLOps 成熟度モデルと Azure Machine Learning での実現イメージ Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	23 Join calendar on 23 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use	24 @taikiinoue45 AWS IoT Greengrass 入門 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use	25 Join calendar on 25 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use

1	@cvusk MLOpsの知見をオープンにする Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
2	@tshowis はじめてのデータドリフト Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
3	@ptatecom DataRobot × Vertex Feature Storeで実現するオンライン推論 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
4	Join calendar on 4 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
5	Join calendar on 5 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
6	Join calendar on 6 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
7	Join calendar on 7 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
8	Join calendar on 8 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
9	Join calendar on 9 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
10	Join calendar on 10 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
11	Join calendar on 11 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
12	Join calendar on 12 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
13	@kanta_yamaoka 何かしらかきます Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
14	@iusami AIプロダクト品質保証ガイドライン（QA4AIガイドライン）を用いたAIプロダクトの品質保証 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
15	@dhirooka Vertex Model Montoringを触って書きます。 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
16	@tamakihime オンプレML学習環境の構築（少人数） Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
17	@canonrock16 AI platformで作ったML基盤をお手軽に監視する方法 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
18	@kazunori279 MLOps系プロダクトの布教活動報告 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
19	@AseiSugiyama Introduction to Data Validation: MLOps における重要性とその分類、実用上の注意点について Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
20	@ShuntaIto Azure Machine Learning + Azure Databricks で実験管理とパイプライン構築を試してみた話 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
21	@highitoh MLflow+AWS+SageMakerの環境を立ち上げる Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
22	@keonabut MLOps 成熟度モデルと Azure Machine Learning での実現イメージ Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
23	Join calendar on 23 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use
24	@taikiinoue45 AWS IoT Greengrass 入門 Overwrite Title URL You can post either your article on Qiita or your blog post. When you participate, we will assume that you have agreed to the terms of use
25	Join calendar on 25 day You can also reserve a slot without registering a title or URL. Title URL Articles to be submitted are welcome on any website as well as on Qiita. If you link a limited shared article by the day before, it will be automatically published around 7:00am on the same day. When you participate, we will assume that you have agreed to the terms of use

You can increase the number of series when Calendar 1 is filled with more than 10 articles.

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