TensorFlow Extended tutorials

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

Resources to learn Tensorflow Extended

A TFX example pipeline

End-to-end machine learning project to detect tweet is a disaster or not disaster + monitoring model serving using Prometheus and Grafana

Personal project aimed at developing a ML service which resembles a production environment system

deeplearning.ai Course Materials

Verification of the 2018 TFX Qualifier Competition Leaderboard

TFX is an end-to-end platform for deploying production ML pipelines

Collection of components for TFX

Machine Learning Prototype

This project performs a semantic search on Stackoverflow datasets. It uses MiniLM Sentence Transformers Model to generate the embedding and Vertex AI Vector Search to index and query the embeddings. The index is periodically updated using TFX pipeline.

Customer churn prediction using TFX as pipeline. Deployed with TF-Serving and monitored using Prometheus and Grafana

Machine Learning Engineering for Production (MLOps) practices

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

Docker, Kubernetes, Minikube, MLFlow, KuberFlow, Model serving, CI/CD, Monitoring ,...

Playing around with Tensorflow Extended

Machine Learning Engineering for Production (MLOps) Specialization

Restaurant review classification using TFX as pipeline. Deployed with TF-Serving and monitored using Prometheus and Grafana

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