Arize AI
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Examples

Example tutorials of how to use and troubleshoot with Arize.
Access tutorials of what's possible with Arize below:

Model Type by File Type Examples

Use this section to access tutorials on sending data into Arize using different model types, variants, and file types.
Your model type dictates which performance metrics are available to you. Learn more about model types and their variants here.
Binary Classification
Regression
Ranking
NLP
CV

Model Variant
Python Batch
Regression
Timeseries

Ranking

Model Variant
Python Batch
Ranking with Score
Ranking Just Lables
Colab Link (coming soon)

Model Variant
Python Batch
NLP Classification
NLP NER

Model Variant
Python Batch
Classification

Explainability Tutorials

Examples for logging explainability metrics. Click here for more information on how to log feature importance and use explainability.
SHAP: Guide to Getting Started
SHAP: Neural Network on Tabular Data
Surrogate Model Explainability
One Hot Encoding Decomposition

Logging Data

Tutorials on how to log predictions, actuals, and feature importance.
Logging Predictions Only
Logging Predictions First, Then Logging Delayed Actuals
Logging Predictions First, Then Logging SHAPs After
Logging Predictions and Actuals Together
Logging Predictions and SHAP Together
Logging Predictions, Actuals, and SHAP Together
Logging PySpark DataFrames