Code for creating end-end TFX production pipeline for GPT-2.

Tensorflow TFX container image with NVIDIA drivers

This project demonstrates the working of tensorflow-extended for creating scalable ML pipelines as well to automate CI/CD pipelines.

Machine Learning Operations - Stroke Disease Detection

Machine Learning Operations - Disaster Tweets Classification

This is an example of what a TFX pipeline would look like when used for NLP

A TFX implementation of the paper on transformers, Attention is All You Need

🌱 Pipeline Implementation using TFX for Plant Disease Detection Model. The Repository includes the keras model code, pipeline implementation for local Deployment & Airflow Noteebooks, a Minimalistic Client for testing the model after Serving it (TFX Serving REST-API), and a Simple Proxy Server.

A TFX example pipeline

Machine Learning Operation model for Credit Risk using Tensorflow Extended

Machine Learning Engineering for Production (MLOps)

Cardiovaskular Detection using machine learning pipeline TensorFlow Extended (TFX). Deployment through Railway App and monitoring the model with Prometheus.

TensorFlow Extended tutorials

https://maulanakavaldo.github.io/mlops-breast-cancer/