https://store-images.s-microsoft.com/image/apps.44976.8f67340f-52a4-480e-a4dd-ea4b86682093.4d91dc90-b657-46fd-b696-7db4be955f45.63988435-b29e-4d62-bcb0-ac8ed227e879

Cloudtrio LightGBM with Windows 2019

door Cloudtrio Solutions

LightGBM on Windows Server 2019 provides a fast and efficient machine learning environment for training high performance gradient boosting models.

Headline: Deploy Production-Ready LightGBM Environment in Minutes on Windows Server 2019

Summary: Avoid the complexity of installing Python, build tools, and machine learning dependencies on Windows. This image delivers a fully configured, secure, and production-ready LightGBM environment on Windows Server 2019 — ideal for gradient boosting models, machine learning pipelines, and AI-driven analytics on Microsoft Azure.

Why use this Image?

  • Instant Launch: LightGBM comes pre-installed with Python and essential ML libraries. Start training and testing models immediately after deployment.
  • Optimized for ML Workloads: Designed for fast training, high efficiency, and scalable performance for classification, regression, and ranking tasks.
  • Windows-Optimized: Built on Windows Server 2019 with proper PATH configuration and runtime setup for reliable Python execution.
  • Cloud-Ready: Suitable for Azure VMs, enabling scalable ML development, batch training jobs, and remote experimentation.
  • Ideal For: Data scientists, ML engineers, researchers, and developers building structured-data ML models and predictive analytics solutions.

Get Started: Click “Get it now” to launch.

Installed Versions:

  • LightGBM: Latest stable release
  • Python: Latest stable 3.x
  • OS: Windows Server 2019

How to Verify Your Installation:

  • Open PowerShell as Administrator.
  • py --version : Verify the installed Python version.
  • py -m pip --version : Verify the installed Pip version.
  • py -c "import lightgbm as lgb; print(lgb.__version__)" : Verify LightGBM installation.

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 long-term reliability and smooth operation.

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

24/7 Expert Support

All CloudTrio images include access to expert support from certified cloud engineers.

  • Email: support@cloudtriosolutions.com
  • Phone: Available 24/7 for paid support subscribers
  • Assistance with LightGBM setup, environment optimization, dependency management, training workflows, and Azure scaling.

Useful Links

Managed Azure Services
CloudTrio Solutions – Official Website

Disclaimer: CloudTrio Solutions does not provide commercial licenses for LightGBM, Python, or any open-source software included in this image.
All components are distributed under their respective open-source licenses.

Default Ports: None (Library / Framework Environment)
Allowed Ports: 3389 (RDP)

© CloudTrio Solutions. All rights reserved.