Hi folks,Continuous integration and deployment (CI/CD) is a common topic of discussion when it comes to DevOps. No wonder why it has also become so for MLOps. With MLOps though, we have another piece of continuity - continuous re-training and evaluation.
In our latest two-part article from the GCP blog, @deep-diver and I dive deep into incorporating CI/CD for ML with TensorFlow, TFX, and Vertex AI along with other services from GCP. We take the scenario where we need to incorporate code changes (be it for better training techniques or better model architectures) for an ML system and perform CI/CD in a meaningful manner. Below are the links:
- Model training as a CI/CD system (Part I): Code | Blog Post
- Model training as a CI/CD system (Part II): Code | Blog Post
Happy to answer q’s.