https://store-images.s-microsoft.com/image/apps.38748.ce022335-83cd-4182-8ddd-72306178cdc6.8bc138c0-d201-488d-b743-da5383c0465c.67a2c9af-2f4e-46fa-bb31-a6cfd50f819e

Cloudtrio Pycaret Debian12 04LTS

by Cloudtrio Solutions

Preconfigured Debian 12 (Bookworm) VM with PyCaret and Python for automated machine learning, data science, and AI workflows.

Headline: Deploy Production-Ready PyCaret AutoML Environment on Debian 12 (Bookworm)

Summary: Accelerate machine learning and data science workflows with a production-ready PyCaret environment on Debian 12 (Bookworm). This secure, preconfigured Azure VM enables rapid model development, comparison, and deployment using Python-based automated machine learning (AutoML).

Why use this Image?

  • Instant AutoML Setup: PyCaret comes pre-installed with required Python dependencies, enabling fast experimentation, model training, and evaluation immediately after deployment.
  • Optimized for Stability: Built on Debian 12 (Bookworm), providing long-term stability, strong security updates, and reliable performance for data science workloads.
  • Cloud-Optimized: Clean and lightweight Debian base image optimized for Microsoft Azure virtual machines, suitable for scalable AI and analytics workloads.
  • Ideal For: Data scientists, machine learning engineers, AI researchers, analysts, students, and teams working on classification, regression, clustering, anomaly detection, and time-series projects.

Get Started: Click “Get it now” to deploy the PyCaret environment instantly on Azure.

How to Verify Your Installation:

  • sudo su : Switch to superuser.
  • lsb_release -a : Verify Debian 12 (Bookworm).
  • python3 --version : Verify Python installation.
  • pip3 show pycaret : Verify PyCaret installation and version.
  • python3 -c "import pycaret; print(pycaret.__version__)" : Confirm PyCaret version.

About CloudTrio Solutions

CloudTrio Solutions specializes in delivering secure, high-performance, and production-ready cloud images for Microsoft Azure.
Each image is thoroughly tested, optimized, and validated to ensure reliability, security, and ease of use.

Our mission is simple:
Deliver enterprise-grade cloud solutions that reduce setup time, improve performance, and simplify operations.

24/7 Expert Support

All CloudTrio images include professional support from certified cloud engineers.

  • Email: support@cloudtriosolutions.com
  • Phone: Available 24/7 for paid support subscribers
  • Assistance with PyCaret usage, Python environments, ML workflows, Azure VM optimization, and deployment best practices.

Useful Links

Managed Azure Services
CloudTrio Solutions – Official Website


Disclaimer: CloudTrio Solutions does not provide commercial licenses for PyCaret, Python, or any included open-source software.
PyCaret and all related components are distributed under their respective open-source licenses.

Default Ports: None exposed by default
Allowed Ports: 22 (SSH), 80 (TCP), 443 (TCP), 8888 (TCP)

© CloudTrio Solutions. All rights reserved.