# Machine Learning Life Cycle We have three main components: 1. Model Development (offline, potentially bespoke) 2. Training pipeline (production) 3. Inference (prediction service) ![](Screen%20Shot%202021-12-10%20at%209.46.26%20AM.png) See [Ray Serve](Ray-Serve.md) for a great path forward here! --- Date: 20211210 Links to: [Machine Learning](Machine-Learning.md) Tags: References: * [Ray Serve video](https://www.youtube.com/watch?v=gV4YS4e1CXg)