Diabetes Detection with MLOps

Diabetes Detection with MLOps

Using TensorFlow Extended (TFX), I built a scalable machine learning pipeline for diabetes detection, orchestrating data preprocessing, model training, and evaluation with Apache Beam. The complete pipeline was deployed to a web platform on Heroku, and system health and performance were continuously monitored using Prometheus to ensure reliability and efficiency.

Tech Stack

Tensorflow ExtendedApache BeamRenderPrometheus

Skills Utilized

Machine LearningMLOps
Diabetes Detection with MLOps - Bryan Herdianto