TensorFlow Extended tutorials

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

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

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

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

🌱 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.

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

Machine Learning Operations - Disaster Tweets Classification

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.

Aware is DeepFake detection solution built on top of different existing pre-trained open source models.

Machine Learning Operations - Stroke Disease Detection

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

Machine Learning Engineering for Production (MLOps) practices