Evidently on Ubuntu 24.04

Name: Evidently on Ubuntu 24.04
Brand: cloudimg

Azure Artificial Intelligence (AI)

evidently, the open source ml and data observability platform: data drift, data quality and model performance monitoring in an interactive dashboard, secured from first boot by cloudimg.

Base

Hardened build

minimal ports, security patches applied at build time

Access

Unique credentials

generated on first boot, readable only by root

Verified

Boots working

services pass a health gate before release

Support

24/7, 365 days

by email and live chat, 24 hour response SLA

Overview

Evidently is an open source platform for evaluating and monitoring machine learning models and data pipelines. It computes reports and test suites over your datasets to detect data drift, data quality issues and model performance decay, then renders them in an interactive web dashboard organised into projects, so teams can watch production data and model behaviour over time and catch regressions before they reach users.

Why the cloudimg image

cloudimg ships the Evidently monitoring dashboard preconfigured behind a reverse proxy, with a unique administrator password generated on the first boot of every instance and no default login surviving into the image. A demo project with a real report is seeded so the dashboard shows data immediately, the workspace lives on a dedicated data disk that survives reboots, and every deployment is paired with a step by step guide and backed by 24/7 cloudimg support.

Common uses

Data drift and data quality monitoring
Model performance and ML observability
LLM and data pipeline evaluation

See it running

Real screenshots taken while testing this image against its deployment guide.

Overview

Why the cloudimg image

Common uses

See it running

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