The TensorFlow Blog

TFX

TensorFlow Extended (TFX) is a platform for deploying production ML pipelines. Articles in this section cover moving models from research to production.

Simulated Spotify Listening Experiences for Reinforcement Learning with TensorFlow and TF-Agents

AI · Documentation

Simulated Spotify Listening Experiences for Reinforcement Learning with TensorFlow and TF-Agents

অক্টোবর ১৯, ২০২৩ — Posted by Surya Kanoria, Joseph Cauteruccio, Federico Tomasi, Kamil Ciosek, Matteo Rinaldi, and Zhenwen Dai – Spotify

gke · Stable Diffusion

Serving With TF and GKE: Stable Diffusion

এপ্রিল ২৮, ২০২৩ — Posted by Chansung Park and Sayak Paul (ML and Cloud GDEs)

How Vodafone Uses TensorFlow Data Validation in their Data Contracts to Elevate Data Governance at Scale

TensorFlow Data Validation · TFDV

How Vodafone Uses TensorFlow Data Validation in their Data Contracts to Elevate Data Governance at Scale

মার্চ ১০, ২০২৩ — Posted by Amandeep Singh (Vodafone), Max Vökler (Google Cloud)

Extend your TFX pipeline with TFX-Addons

Community · Tensorflow

Extend your TFX pipeline with TFX-Addons

ফেব্রুয়ারী ০৭, ২০২৩ — Posted by Hannes Hapke and Robert Crowe

End-to-End Pipeline for Segmentation with TFX, Google Cloud, and Hugging Face

Machine Learning · MLOps

End-to-End Pipeline for Segmentation with TFX, Google Cloud, and Hugging Face

জানুয়ারী ১৮, ২০২৩ — Posted by Chansung Park, Sayak Paul (ML and Cloud GDEs)

Community · MLOps

How startups can benefit from TFX

অক্টোবর ১৪, ২০২২ — Posted by Hannes Hapke and Robert Crowe

Automated Deployment of TensorFlow Models with TensorFlow Serving and GitHub Actions

Community · GitHub Action

Automated Deployment of TensorFlow Models with TensorFlow Serving and GitHub Actions

সেপ্টেম্বর ২৭, ২০২২ — Posted by Chansung Park and Sayak Paul (ML-GDEs)

Why Karrot Uses TFX, and How to Improve Productivity on ML Pipeline Development

Community · TFX

Why Karrot Uses TFX, and How to Improve Productivity on ML Pipeline Development

মে ০৬, ২০২২ — Posted by Ukjae Jeong, Gyoung-yoon Yoo, and Myeonghyeon Song from Karrot

Community · TFX

Continuous Adaptation for Machine Learning System to Data Changes

ডিসেম্বর ০১, ২০২১ — A guest post by Chansung Park, Sayak Paul (ML-GDEs)

How Waze Uses TFX to Scale Production-Ready ML

TFX · Vertex AI

How Waze Uses TFX to Scale Production-Ready ML

সেপ্টেম্বর ১৫, ২০২১ — Posted by Gal Moran, Iris Shmuel, and Daniel Marcous (Data Scientists at Waze)

Community · TFX

How Digitec Galaxus trains and serves millions of personalized newsletters per week with TFX

আগস্ট ১১, ২০২১ — Posted by Christian Sager (Product Owner, Digitec Galaxus) and Anant Nawalgaria (ML Specialist, Google)

New Courses: Machine Learning Engineering for Production

TensorFlow Core · TFX

New Courses: Machine Learning Engineering for Production

জুন ০১, ২০২১ — Posted by Robert Crowe and Jocelyn Becker

Speed-up your sites with web-page prefetching using Machine Learning

TensorFlow.js · TFX

Speed-up your sites with web-page prefetching using Machine Learning

মে ১৮, ২০২১ — Posted by Minko Gechev, David Zats, Na Li, Ping Yu, Anusha Ramesh, and Sandeep Gupta

Using TFX inference with Dataflow for large scale ML inference patterns

TFX

Using TFX inference with Dataflow for large scale ML inference patterns

মে ০৬, ২০২১ — Posted by Reza Rokni, Snr Staff Developer Advocate

Community · TFX

How OpenX Trains and Serves for a Million Queries per Second in under 15 Milliseconds

ফেব্রুয়ারী ১৫, ২০২১ — A guest post by Larry Price, OpenXEdited by Robert Crowe, Anusha Ramesh - TensorFlow

TFX

ML Metadata: Version Control for ML

জানুয়ারী ০৮, ২০২১ — Posted by Ben Mathes and Neoklis Polyzotis, on behalf of the TFX Team

TFX

Neural Structured Learning in TFX

অক্টোবর ০৯, ২০২০ — Posted by Arjun Gopalan, Software Engineer, Google Research Edited by Robert Crowe, TensorFlow Developer Advocate, Google Research

Towards ML Engineering: A Brief History Of TensorFlow Extended (TFX)

TFX

Towards ML Engineering: A Brief History Of TensorFlow Extended (TFX)

সেপ্টেম্বর ২৫, ২০২০ — Posted by Konstantinos (Gus) Katsiapis on behalf of the TFX Team

Creating Sounds Of India: An on device, AI powered, musical experience built with TensorFlow

TensorFlow.js · TFX

Creating Sounds Of India: An on device, AI powered, musical experience built with TensorFlow

আগস্ট ১৪, ২০২০ — Posted by Anusha Ramesh, Product Manager TFX, David Zats, Software Engineer TFX, Ping Yu, Software Engineer TensorFlow.js, Lamtharn (Hanoi) Hantrakul, AI Resident Magenta

Part 2: Fast, scalable and accurate NLP: Why TFX is a perfect match for deploying BERT

Community · TFX

Part 2: Fast, scalable and accurate NLP: Why TFX is a perfect match for deploying BERT

জুন ০৮, ২০২০ — Guest author Hannes Hapke, Senior Data Scientist, SAP Concur Labs. Edited by Robert Crowe on behalf of the TFX team

Transformer models and the concepts of transfer learning in Natural Language Processing have opened up new opportunities around tasks like sentiment analysis, entity extractions, and question-answer problems.

BERT models allow data scientists to stand on the shoulders of giants. Pr…

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