V1
Get Started
Book a Demo
🚀 Cool Stuff
Blog
Search
⌃K
Links
Welcome to Aporia!
🤗
Introduction
Quickstart
Support
💡
Core Concepts
Why Monitor ML Models?
Understanding Data Drift
Analyzing Performance
Tracking Data Segments
Models & Versions
Explainability
🏠
Storing your Predictions
Overview
Real-time Models (Postgres)
Real-time Models (Kafka)
Batch Models
Kubeflow / KServe
Logging to Aporia directly
🚀
Model Types
Regression
Binary Classification
Multiclass Classification
Multi-Label Classification
Ranking
📜
NLP
Intro to NLP Monitoring
Example: Text Classification
Example: Token Classification
Example: Question Answering
🍪
Data Sources
Overview
Amazon S3
Athena
BigQuery
Delta Lake
Glue Data Catalog
PostgreSQL
Redshift
Snowflake
⚡
Monitors
Overview
Data Drift
Metric Change
Missing Values
Model Activity
Model Staleness
New Values
Performance Degradation
Prediction Drift
Value Range
Custom Metric
📡
Integrations
Slack
JIRA
New Relic
Single Sign On (SAML)
Webhook
Bodywork
🔑
API Reference
Custom Metric Definition Language
REST API
SDK Reference
Metrics Glossary
Powered By
GitBook
Example: Text Classification
For an example of a HuggingFace-based text classification model, please see
Intro to NLP Monitoring
.
NLP - Previous
Intro to NLP Monitoring
Next - NLP
Example: Token Classification
Last modified
4mo ago