OpenAI-Gym-On-Debian12
โดย Cloudtrio Solutions
OpenAI Gym (often just Gym) is a toolkit for developing and comparing reinforcement learning (RL) algorithms. It provides standardized environments .
Headline: Deploy a Ready-to-Use OpenAI Gym Environment in Minutes on Debian 12
Summary: Skip the complexity of configuring Python environments, installing RL dependencies, and building simulation toolchains. This image provides a fully pre-configured, optimized, and research-ready OpenAI Gym environment on Debian 12. Ideal for developers, students, data scientists, and AI teams who need a reliable, reproducible platform for reinforcement learning experimentation and model training — ready from first boot.
Why use this Image?
- Instant Launch: Pre-installed with OpenAI Gym (Gymnasium), Python 3.11, virtual environments, Jupyter Notebook/Lab, and essential RL libraries.
- Research-Ready Setup: Includes classic Gym environments (CartPole, MountainCar, Pendulum), Box2D tasks, and optional MuJoCo support for advanced control simulations.
- Optimized for Training: Configured NumPy/PyTorch/TensorFlow (optional) acceleration, multiprocessing support, and performance-tuned system parameters for fast simulation loops.
- Secure & Stable: Built on Debian 12 with automated security updates (
unattended-upgrades), firewall configuration (UFW), and isolated Python environments for reproducible RL workflows. - Developer Friendly: Comes with Jupyter pre-configured, SSH access, GPU-ready (if applicable), and structured logging to streamline research pipelines.
Ideal For:
- AI researchers and ML engineers building and testing reinforcement learning algorithms.
- Students and educators requiring a stable, ready-to-run RL environment for tutorials or coursework.
- Startups and research labs needing a reproducible simulation environment for experimentation or benchmarking.
- Developers integrating RL into robotics, automation, optimization, or custom environments.
Get Started: Click “Get it now” to launch. Initial setup notes, Jupyter access URL, credentials (if applicable), and documentation are provided after deployment.
About CloudTrio Solutions
CloudTrio Solutions specializes in building secure, performance-optimized, production-ready cloud images for Microsoft Azure. Every image is extensively tested, validated, and engineered to deliver reliability, security, and ease of use.
Our mission is simple: Deliver enterprise-grade cloud solutions that reduce setup time, accelerate development, and minimize operational overhead.
24/7 Expert Support
All CloudTrio solutions include round-the-clock assistance from certified cloud engineers.
- Email: support@cloudtriosolutions.com
- Phone: Available 24/7 for paid support subscribers
- Support for installation, configuration, environment setup, GPU enablement, and RL workflow optimization.
Useful Links
Managed Azure Services
CloudTrio Solutions – Official Website
Disclaimer: CloudTrio Solutions does not provide commercial licenses for any open-source components used in this image. All included software is distributed under their respective open-source licenses.
Default Port: 8888 (Jupyter Notebook)
Allowed Ports: 22, 8888
© CloudTrio Solutions. All rights reserved.