11 Docker Container Images for Generative AI & ML Projects 0 like April 18, 2025 Share this post Author(s): Youssef Hosni Originally published on Towards AI. Docker containers offer significant advantages for machine learning by ensuring consistent, portable, and reproducible environments across different systems. By encapsulating all dependencies, libraries, and configurations in a container, Docker eliminates compatibility issues and the “it works on my machine” problem. This makes it easier to move ML projects between development, cloud, or production environments without worrying about differences in setup. Additionally, Docker enables scalability and isolation, allowing machine learning workflows to be easily scaled using tools like Kubernetes, and ensuring that dependencies do not conflict between different projects. In this article, we will explore 11 Docker container images for Generative AI and machine learning projects. These include tools for development environments, deep learning frameworks, machine learning lifecycle management, workflow orchestration, and large language models. I. Machine Learning & Data Science PythonJupyter Notebook data science stack II. Generative AI & Deep Learning 3. Hugging Face Transformers 4. NVIDIA CUDA deep learning runtime 5. TensorFlow 6. PyTorch 7. Ollama 8. Qdrant III. Workflow Orchestration & ML Lifecycle Management 9. Airflow 10. MLflow 11. Kubeflow Notebooks Most insights I share in Medium have previously been shared in my weekly newsletter, To Data & Beyond. If you want to be up-to-date with the frenetic world of AI while also feeling inspired to take action or, at the very least, to be well-prepared… Read the full blog for free on Medium. Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming a sponsor. Published via Towards AI Towards AI - Medium Share this post