hops-eda

What problem does it solve?

This Skill streamlines exploratory data analysis (EDA) for Hopsworks Feature Views, enabling users to efficiently profile feature-view training data, check for data leakage, and generate EDA reports.

Core Features & Use Cases

• EDA for Feature Views: Automates EDA tasks such as profiling feature views, checking for data leakage, and generating comprehensive EDA reports.
• Integration with Hopsworks: Seamlessly integrates with Hopsworks Feature Stores to enhance machine learning model building workflows.
• Use Case: Before training a machine learning model, run the hops-eda skill to analyze a feature view's training data, identify potential data issues, and gain insights into feature characteristics.

Quick Start

Run the hops-eda skill with a feature view 'example-fv', by specifying the feature view name and optionally a version and time range:

python3 ~/scripts/fv-eda.py example-fv