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Overview

What Is Mona?
An Example Monitoring Use Case
Concepts

Tutorial

Mona Tutorial
The Tutorial Github Repository
Getting Started with Mona's Configuration
Status Check Homepage
Monitoring for Anomalies in Data Segments
Add a New Notifications Configuration
Recap - the config file so far
Advance Capabilities

EXPORT YOUR DATA

Export Overview
Data Exporting Actions
Export data directly via REST endpoint
Export data to Mona using the python SDK

Configuration - basics

Configuration Overview
Context Class
Status Check Homepage

Defining Schema and ETL with Field Objects

Fields Overview
Field Build Functions
Special fields
Fields Configuration Examples
Numeric Fields Segmentation
Geographical Data and Mona
Time Data and Mona

Automatic Insights Generation

Mona's Insight Generator
Insight Symptoms and Noise Reduction
Possible Explanations
Stanzas and Verses Overview
Param Types
Insight Score Calculation
Insights Urgency Classes
Issues Management
Investigations Based Verse Creation

Example configuration file

Example: Definition of Context, Fields, and Stanzas

REST API

Retrieve Suggested Config Via REST API
Validate Config via REST API
Validate Config per Context Class via REST API
Upload Config via REST API
Upload Config per Context Class via REST API
Retrieve Current Config File Via REST API
Retrieve Config History Via REST API
Retrieve Stanzas Names
Retrieve Verses Names
Retrieve Verse Params
Retrieve Insights Using the REST API
Retrieve Ingested Data for a Specific Segment via REST API
Retrieve Suggested Config from User Input Via REST API
Retrieve Aggregated Data of a Specific Segment via REST API
Retrieve Aggregated Stats of Specific Segmentation via REST API
Create New OpenAI Context Class Via REST API

How-To Guides

How to Use the Investigations Page
How to Read an Insight
How to Upload a New Config Using the Python SDK
How to Detect Data Drifts Over Time
How to Detect Drift in Feature Values Between Train and Inference Times
How to Create and Track Relevant Metrics for Classification Models
How to Consider Different Baselines for Different Monitoring Use-Cases
How to Detect a Drop to Zero in Segment Size
How to Detect Changes Between Model Versions
How to Integrate Mona with New Relic

Alerting

Notifications
Email Integration
Slack Integration
Microsoft Teams Integration
Google Chat integration
PagerDuty Integration
Webhook

Admin Capabilities

Team Management
API Access
Data Backfill

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Email Integration

Mona supports highly configurable email alerting. See "Notifications" section for more details on how to set up.

Updated about 3 years ago