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

Coursera Machine Learning Engineering for Production Specialization Course

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

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.

TFX Machine Learning Pipeline - Grade Multiclass

End to End Machine Learning Pipelines using Tensorflow Extended.

Machine Learning Operations - Disaster Tweets Classification

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

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

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

Submission of final assignment on heart disease prediction.

Submission of the first task on classification of fake news.

Productionizing ML Models using a variety of tools including FastAPI, Flask, Doocker, AWS, GCP, TensorFlow Extended (TFX), and TF.js.

First submission Dicoding Machine Learning operations on reviewing IMBD comments using Tensorflow Extended