MLOps for Vision Models (TensorFlow) from 🤗 Transformers with TensorFlow Extended (TFX)

This repository holds files and scripts for incorporating simple CI/CD practices for model training in ML.

Coursera Machine Learning Engineering for Production Specialization Course

MLOps End-to-End pipeline using TFX

Some collected and improved Jupyter Notebook Templates for MLOps, mainly for Kubeflow pipelines on GCP Vertex AI platform and Tensorflow Extended pipelines.

End to End Machine Learning Pipelines using Tensorflow Extended.

TFX Machine Learning Pipeline - Grade Multiclass

Machine Learning Operations - Disaster Tweets Classification

🌀 #12. "Machine Learning Operations (MLOps) - Airline Passenger Satisfaction Prediction"

This machine learning tool mainly focus on using `Tensorflow Extended` library to train machine learning model using data from various data storage.

A production ready ML pipeline on Google Cloud Platform using Tensorflow Extended (TFX), Apache Beam, Kubeflow & BigQuery.