Continuous Adaptation for Machine Learning System to Data Changes — The TensorFlow Blog

Continuous Adaptation for Machine Learning System to Data Changes — The TensorFlow Blog

Learn how ML models can continuously adapt as the world changes, avoid issues, and take advantage of new realities in this guest blog post.

13 mentions: @RisingSayak@algo_diver@robert_crowe@YvesMulkers@TerryTangYuan@dl_weekly
Date:

Referring Tweets

@RisingSayak
@RisingSayak Another one with @algo_diver. We present a simple pipeline for continuous model evaluation and retraining. Details: t.co/3myDfpc8dh. t.co/2AuxH6JnFe
@algo_diver
@algo_diver Please check out Me & @RisingSayak's latest MLOps project. Two ML pipelines collaborating to realize CI/CD for data changes in #TFX and @GoogleCloudTech. Training pipeline + Batch prediction/evaluation pipeline t.co/64xG97Pmdp
@robert_crowe
@robert_crowe We just published a great new blog post written by two members of the TFX community, check it out! t.co/mPUvumSn5m
@YvesMulkers
@YvesMulkers Continuous Adaptation for #machinelearning System to #Data Changes Community · TFX t.co/WBT0OD3T27 .. t.co/NZ0H5vlkEc t.co/SpjmDSZJFW
@TerryTangYuan
@TerryTangYuan @TensorFlow FYI the above link does not work. Try this one instead t.co/aWID0I69xS
@dl_weekly
@dl_weekly From issue 227: A blog post that presents a project implementing a workflow that combines batch prediction and model evaluation for continuous evaluation retraining. t.co/dk8f14T8rD

Related Entries

GitHub - jalammar/ecco: Visualize, analyze, and explore NLP language models. Ecco creates interactiv...
Read more GitHub - jalammar/ecco: Visualize, analyze, and explore NLP language models. Ecco creates interactiv...
1 users, 6 mentions 2021/12/30 15:08
Alias-Free Generative Adversarial Networks | Papers With Code
Read more Alias-Free Generative Adversarial Networks | Papers With Code
1 users, 1 mentions 2021/12/31 13:37
Clarifai Release 7.5 | Advanced AI for your Images, Videos and Text
Read more Clarifai Release 7.5 | Advanced AI for your Images, Videos and Text
0 users, 2 mentions 2021/12/31 19:37
[2110.05719] Dealing with Disagreements: Looking Beyond the Majority Vote in Subjective Annotations
Read more [2110.05719] Dealing with Disagreements: Looking Beyond the Majority Vote in Subjective Annotations
0 users, 2 mentions 2022/01/06 03:09
Eric Jang on Robots Learning at Google and Generalization via Language        CommentShare  CommentS...
Read more Eric Jang on Robots Learning at Google and Generalization via Language CommentShare CommentS...
0 users, 2 mentions 2022/01/08 18:09

ML-Newsについて

機械学習の技術に関する情報は流速も早いし、分野も多様でキャッチアップが大変です。Twitterで機械学習用のリストを作っても、普段は機械学習以外の話題が多く流れており、効率的に情報収集するのは困難です。

ML-NewsはSNSを情報源とした機械学習に特化したニュースサイトです。機械学習に関する論文ブログライブラリコンペティション発表資料勉強会などの最新の情報を効率的に収集できます。

機械学習を応用した自然言語処理、画像認識、情報検索などの分野の情報や機械学習で必要になるデータ基盤やMLOpsの話題もカバーしています。
安定したサイト運営のためにGitHub sponsorを募集しています。

お知らせ

  • 2021/12/31: デザインを刷新しました
  • 2021/04/08: 日本語Kaggleのカテゴリを新設しました