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Overview
What Is Mona?
An Example Monitoring Use Case
Concepts
Tutorial
Mona Tutorial
The Tutorial Github Repository
The Dataset
Getting Credentials for Data Exporting
Exporting the Dataset to Mona
Exercise - Export Feedback Data
Getting Started with Mona's Configuration
Initial Configuration
Using the Investigations Page
Creating Custom Fields
Backfill your Data
Exercise - Create New Fields
Status Check Homepage
Monitoring for Anomalies in Data Segments
Drift Detection
Finding Outlier Segments
Sudden Changes
Exercise - Add Verses
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
GeoPoints
GeoShapes
Geo Data FBFs
Time Data and Mona
Default Timestamp
Timestamp Fields Type
Timestamp Data FBFs
Viewing Raw Data Examples in the Dashboard
Automatic Insights Generation
Mona's Insight Generator
Insight Symptoms and Noise Reduction
Possible Explanations
Stanzas and Verses Overview
AverageDrift
AverageOutlier
AverageSuddenChange
AverageDriftAcrossVersions
AverageThreshold
NewSegments
SegmentSizeDrift
SegmentSizeOutlier
SegmentSizeSuddenChange
ExistenceRatioDrift
ExistenceRatioOutlier
ExistenceRatioSuddenChange
ExistenceRatioThreshold
SumDrift
SumOutlier
SumSuddenChange
StandardDeviationDrift
StandardDeviationOutlier
StandardDeviationSuddenChange
StandardDeviationThreshold
WeightedAverageDrift
Param Types
Insight Score Calculation
Insights Urgency Classes
Issues Management
Investigations Based Verse Creation
Insights Stats
Example configuration file
Example: Definition of Context, Fields, and Stanzas
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
Opsgenie Integration
DataDog Integration
Webhook
Admin Capabilities
Team Management
API Access
Data Backfill
Insights on Demand
Roles and Permissions
SSO (Single Sign-On)
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