Simply download and install the Zetane software and load your ML models.
Load your test input to understand how the data changes as it passes through the layers and operators of your model.
Save time and headaches by quickly pinpointing issues and validate your model by inspecting its internal data.
Dive in your ML model to inspect the internal tensors, layer outputs, feature maps, weights, biases, and architecture. Save valuable hours and weeks by eliminating much guesswork and focusing on what matters most to achieve the performance you seek.
Analyse the outliers and operational test data to assess the operational boundaries of your ML solution. Conduct rigorous testing and evaluation of ML models to demonstrate to operational stakeholders that your team identified and mitigated all known risks.
Few people in industry understand machine learning. This leads to many misconceptions that result in AI projects that remain incomplete. With Zetane, you can make human-understandable demonstrations of your AI solution that all stakeholders will understand. This will drive collaboration, buy-in and ensure you receive feedback early on to ensure the success of your project.
Everything. All components of the model architecture, all the internal tensors, each layer output, feature maps, weights, biases, values and operator attributes.
After saving your Keras, Pytorch or ONNX model from your workflow, load in the Zetane Viewer your model file and begin your tasks to inspect, debug and validate. Using the Zetane python package, you can also use the Python-Zetane API to send models, NumPy arrays, text, images, point clouds and meshes to the Zetane Engine.
You can load your own inputs in the Zetane Viewer Pro to identify, validate and determine how to improve your model, or one of the pretrained models available at our Gallery.
By carefully encapsulating the data. At the highest level you can navigate your model architecture, zoom on specific nodes. Click the tensor buttons to inspect the tensor and it's distribution of values. You can choose from different displays of visualizations for each tensor, such as in 3D or individual segments in 2D.
If you can save your model, you should be able to open it and inspect all its components using Zetane software. Regardless of its purpose, ML models are composed of operations and tensors that our software can help you access with no effort.
Freddy Lécué, Chief AI Scientist, Thales Group
Get started with the free Zetane Viewer (no email required).