Best Tools for ML Pipelines, Serving, and model graph visualization | #03

Do you want to know how to get your ML models up and running quickly?

You can do it 2x faster using the tools I’m going to talk about today. I know it might sound too good for you, but it’s not.

Using the tools I will later describe you can get a significant speed up in the following 3 key areas of your MLOps efforts:

• Pipelines
• Model Development and Serialization
• And Production Deployment.

Let’s dive in…

Netron — visualizing models

Credits to Lutz Roedor

Netron is an interactive viewer for ML and DL modes.

It allows you to visually inspect the model graph and see how tensors flow through each node. You can see things like input size, output size, activations, etc.

Netron comes in two flavors: hosted and on-perm versions.

Netron supports

• ONNX,
• TensorFlow Lite
• TensorFlow JS
• Caffe 1 and 2