Review of TensorFlow Announcements at Google I / O - 2021

As many of you know, we recently hosted the Google I / O conference, Google's premier developer event. This year, for the first time, the conference was held entirely in an online format, and although we did not manage to hold the conference in a standard format, we hope that we were able to make it accessible to everyone. At the conference, a lot of interesting things for developers of almost all directions were announced. In this article, we'd like to give you an overview of what's new and updated in the various machine learning product families and what the TensorFlow team has introduced. At the end of the article you will find a list of all materials.





TensorFlow, . .   TensorFlow YouTube.





TensorFlow -

TensorFlow Lite Google Play





TensorFlow Lite Google Play. , . , .   , .





TensorFlow Lite -





TensorFlow Lite ,  API TFLite -. API  TensorFlow.js    TFLite, , , . API, TensorFlow.js,   TFLite. , .









, , Android iOS.   . : ? ? .









, Android .  TensorFlow Lite  Systrace Perfetto Android 10.





, , Android. iOS TensorFlow Lite signpost. , , Xcode signpost, .





TFX

TFX 1.0:





, . . TFX, , . TFX , -.





-  TFX 1.0 – , . TFX , , , , 1.X. TFX Google Cloud , -.





, TFX .   .





Responsible AI

, Responsible AI .





Know Your Data





 Know Your Data  , , . .





People + AI Guidebook 2.0





, , . 2.0  People + AI Guidebook. , . , , .





  Responsible AI, , TensorFlow.





Keras





– . TensorFlow 2.5, API Keras ,   , , . , , , . TF Serving , TensorFlow.      .





TensorFlow Lite

,





 TensorFlow Lite   , . Arduino , Bluetooth .   Google, . TensorFlow. TensorFlow Lite .  . TinyML.





Google Cloud

Vertex AI: Google Cloud





, . , . Google Cloud  Vertex AI – , . Vertex AI . , , . Vertex AI MLOps, Vertex Pipelines Vertex Feature Store. .





TensorFlow Cloud:





 TensorFlow Cloud  API, Google Cloud. Google Cloud Colab, Kaggle , Cloud Console.   .





TensorFlow





  TensorFlow, . , TensorFlow.  discuss.tensorflow.org.





, Google I/O – 2021. TensorFlow  . .









  •  ( )





  • - TensorFlow.js





  • ? TFX





  • TensorFlow Lite





  • ML Kit: API





  • TensorFlow Hub





  • Keras





  • Responsible AI





  • TensorFlow





  • Model Maker





  • Coral:









  • TF Lite  ()





  • TensorFlow TensorFlow Cloud ()





  • , : Model Remediation ()






TensorFlow?  tensorflow.org,  ,       YouTube.   TensorFlow.








All Articles