Top 6 tfx open source projects

A guideline for building practical production-level deep learning systems to be deployed in real world applications.

✭ 3,358

deep-learning machine-learning artificial-intelligence ai deployment pipeline system-design scalable-applications practical-machine-learning kubeflow tfx production-system

bert-as-a-service TFX

End-to-end pipeline with TFX to train and deploy a BERT model for sentiment analysis.

✭ 32

Jupyter Notebook nlp machine-learning deep-learning tensorflow transformer bert tfx mlops bert-as-service

mlops-with-vertex-ai

An end-to-end example of MLOps on Google Cloud using TensorFlow, TFX, and Vertex AI

✭ 155

Jupyter Notebook python HCL Dockerfile tensorflow gcp google-cloud-platform tfx mlops vertex-ai

tfx-kubeflow-pipelines

Kubeflow pipelines built on top of Tensorflow TFX library

✭ 17

Jupyter Notebook python kubernetes devops machine-learning tensorflow pipelines kubeflow tfx mlops

nitroml

NitroML is a modular, portable, and scalable model-quality benchmarking framework for Machine Learning and Automated Machine Learning (AutoML) pipelines.

✭ 40

Jupyter Notebook python benchmarking machine-learning modular scale portable automl kubeflow tfx model-quality

pipeline

PipelineAI Kubeflow Distribution

1-6 of 6 tfx projects