ML Metadata: Version Control for ML
TFX
ML Metadata: Version Control for ML

Posted by Ben Mathes and Neoklis Polyzotis, on behalf of the TFX Team

Join the TensorFlow Special Interest Groups (SIGs)
Community
Join the TensorFlow Special Interest Groups (SIGs)

Posted by Joana Carrasqueira, TensorFlow Program Manager and Thea Lamkin, Open Source Program Manager, in collaboration with TensorFlow SIG Leads.

InSpace: A new video conferencing platform that uses TensorFlow.js for toxicity filters in chat
Community · TensorFlow.js
InSpace: A new video conferencing platform that uses TensorFlow.js for toxicity filters in chat

A guest post by Narine Hall, Assistant Professor at Champlain College, CEO of InSpaceInSpace is a communication and virtual learning platform that gives people the ability to interact, collaborate, and educate in familiar physical ways, but in a virtual space. InSpace is built by educators for educators, putting education at the center of the platform. InSpace is designed to mirror the fluid, per…

How to generate super resolution images using TensorFlow Lite on Android
TensorFlow Hub · TensorFlow Lite
How to generate super resolution images using TensorFlow Lite on Android

Posted by Wei Wei, TensorFlow Developer Advocate

How Rasa Open Source Gained Layers of Flexibility with TensorFlow 2.x
Community
How Rasa Open Source Gained Layers of Flexibility with TensorFlow 2.x

A guest post by Vincent D. Warmerdam and Vladimir Vlasov, Rasa

How The Trevor Project assesses LGBTQ youth suicide risk with TensorFlow
Community
How The Trevor Project assesses LGBTQ youth suicide risk with TensorFlow

Posted by Wilson Lee (Machine Learning Engineering Manager at The Trevor Project), Dan Fichter (Head of AI & Engineering at The Trevor Project), Amber Zhang, and Nick Hamatake (Software Engineers at Google)

What’s new in TensorFlow 2.4?
TensorFlow Core
What’s new in TensorFlow 2.4?

Posted by Goldie Gadde and Nikita Namjoshi for the TensorFlow Team

Making BERT Easier with Preprocessing Models From TensorFlow Hub
BERT · TensorFlow Core
Making BERT Easier with Preprocessing Models From TensorFlow Hub

Posted by Arno Eigenwillig, Software Engineer and Luiz GUStavo Martins, Developer AdvocateBERT and other Transformer encoder architectures have been very successful in natural language processing (NLP) for computing vector-space representations of text, both in advancing the state of the art in academic benchmarks as well as in large-scale applications like Google Search. BERT has been available …

Meet our TensorFlow AI Service Partners
Community
Meet our TensorFlow AI Service Partners

Posted by Amy Hsueh, TensorFlow Partnerships Lead, and Sandeep Gupta, TensorFlow Product Manager

Getting Started with Distributed TensorFlow on GCP
TensorFlow Core
Getting Started with Distributed TensorFlow on GCP

Posted by Nikita Namjoshi, Machine Learning Solutions Engineer

Build sound classification models for mobile apps with Teachable Machine and TFLite
TensorFlow Lite · TensorFlow.js
Build sound classification models for mobile apps with Teachable Machine and TFLite

Posted by Khanh LeViet, TensorFlow Developer Advocate

TensorFlow Recommenders: Scalable retrieval and feature interaction modelling
TensorFlow Core · TensorFlow Recommenders
TensorFlow Recommenders: Scalable retrieval and feature interaction modelling

Posted by Ruoxi Wang, Phil Sun, Rakesh Shivanna and Maciej Kula (Google)

My experience with TensorFlow Quantum
Community · TF Quantum
My experience with TensorFlow Quantum

A guest post by Owen Lockwood, Rensselaer Polytechnic Institute Quantum mechanics was once a very controversial theory. Early detractors such as Albert Einstein famously said of quantum mechanics that “God does not play dice” (referring to the probabilistic nature of quantum measurements), to which Niels Bohr replied, “Einstein, stop telling God what to do”. However, all agreed that, to quote J…

Videos from the TensorFlow User Group Summit in India
Community · TensorFlow User Groups
Videos from the TensorFlow User Group Summit in India

Posted by Siddhant Agarwal and Biswajeet Mallik, Program Managers

A new YouTube show: TensorFlow.js Community Show & Tell
Community · TensorFlow.js
A new YouTube show: TensorFlow.js Community Show & Tell

Posted by Jason Mayes, Developer Relations Engineer for TensorFlow.js

Using Model Card Toolkit for TF Model Transparency
Responsible AI · TensorFlow Core
Using Model Card Toolkit for TF Model Transparency

Posted by Karan Shukla, Software Engineer, Google Research

Accelerating TensorFlow Performance on Mac
Community
Accelerating TensorFlow Performance on Mac

Posted by Pankaj Kanwar and Fred Alcober

Applying MinDiff to Improve Model Fairness
Responsible AI · TensorFlow Core
Applying MinDiff to Improve Model Fairness

Posted by Summer Misherghi and Thomas Greenspan, Software Engineers, Google Research Last December, we open-sourced Fairness Indicators, a platform that enables sliced evaluation of machine learning model performance. This type of responsible evaluation is a crucial first step toward avoiding bias as it allows us to determine how our models are working for a wide variety of users. When we do id…

Characterizing quantum advantage in machine learning by understanding the power of data
TF Quantum
Characterizing quantum advantage in machine learning by understanding the power of data

Posted by Hsin-Yuan Huang, Google/Caltech, Michael Broughton, Google, Jarrod R. McClean, Google, Masoud Mohseni, Google. Data drives machine learning. Large scale research and production ML both depend on high volume and high quality sources of data where it is often the case that more is better. The use of training data has enabled machine learning algorithms to achieve better performance than …

TensorFlow Community Spotlight program update
Community
TensorFlow Community Spotlight program update

Posted by Marcus Chang, TensorFlow Program Manager