TFX Insights | Sumble

What is TFX?

TensorFlow Extended (TFX) is a production-grade machine learning platform built on TensorFlow. It provides a comprehensive framework for building, deploying, and managing ML pipelines. TFX includes components for data validation, data transformation, model training, model evaluation, model deployment, and model monitoring. It's commonly used by organizations to automate their ML workflows and ensure the reliability and scalability of their models in production environments.

Find organizations using TFX on Sumble →

What other technologies are related to TFX?

TFX Competitor Technologies

Seldon

Seldon provides a platform for deploying and managing machine learning models, similar to components within TFX for deployment. Thus, it is a partial competitor.

mentioned alongside TFX in 14% (88) of relevant job posts

MLFlow

MLflow provides tools for tracking experiments, managing models, and deploying models, overlapping with some of the functionalities of TFX. Thus, it is a partial competitor.

mentioned alongside TFX in 2% (512) of relevant job posts

GCP Vertex AI

Vertex AI is a managed machine learning platform on GCP that provides similar end-to-end machine learning pipeline functionality as TFX, making it a competitor. While TFX can be a component used within Vertex AI, the platform itself can be seen as a competitor.

mentioned alongside TFX in 2% (208) of relevant job posts

Cortex

Cortex is a platform for deploying machine learning models, similar to some of the serving components in TFX, therefore is a competitor.

mentioned alongside TFX in 2% (55) of relevant job posts

AWS Sagemaker

SageMaker is a managed machine learning platform on AWS that provides similar end-to-end machine learning pipeline functionality as TFX, making it a competitor.

mentioned alongside TFX in 1% (180) of relevant job posts

Azure ML

Azure ML provides similar end-to-end machine learning pipeline functionality as TFX on the Azure platform, making it a competitor.

mentioned alongside TFX in 0% (53) of relevant job posts

TFX Complementary Technologies

Kubeflow

Kubeflow is a machine learning platform built on Kubernetes. It complements TFX by providing an environment to deploy and manage TFX pipelines.

mentioned alongside TFX in 4% (579) of relevant job posts

Feature Store

Feature stores manage and serve features for machine learning models. They complement TFX by providing a centralized repository of features for TFX pipelines.

mentioned alongside TFX in 18% (67) of relevant job posts

DVC

DVC is a data version control tool. It complements TFX by managing the data and model versions used in TFX pipelines.

mentioned alongside TFX in 5% (92) of relevant job posts