JupyterHub vs Paperspace Notebooks

JupyterHub gives groups access to computational environments without requiring each person to install and maintain one. It creates a separate Jupyter environment for each user, and starts, manages and proxies that user's notebook server. It can serve interfaces such as Jupyter Notebook, JupyterLab, RStudio and nteract, with authentication configured through pluggable options including OAuth and GitHub. Organizations can run it in the cloud or on their own hardware, including virtual machines or a laptop. The Littlest JupyterHub targets a small, single-server setup, while Zero to JupyterHub with Kubernetes is designed for larger cloud deployments and includes a Helm chart and deployment guide. The project describes JupyterHub as container-friendly and Kubernetes-compatible, with capacity for up to tens of thousands of users. Its REST API supports administration of the Hub, users and services. JupyterHub is open-source software released under a modified BSD license and is free to use. It supports Python, R, Julia and Scala, with ipynb notebooks, and is intended for classrooms, research groups and corporate data science teams.

Paperspace Notebooks is a hosted, browser-based Jupyter IDE for data exploration and machine-learning model development with accelerated compute. Users can launch GPU-enabled notebooks from a browser using a pre-built template or their own setup. It runs Jupyter files and projects in languages such as Python, with notebook machines running in Docker containers and shared persistent storage for work across notebooks.

Teams can invite collaborators, assign permissions, fork public projects, and create notebooks. Pro and Growth subscribers can mount public or private S3-compatible data sources, including AWS S3 and DigitalOcean Spaces. Listed tools include TensorFlow, PyTorch, Keras, Scikit Learn, TensorRT, TensorBoard, ONNX, XGBoost, HuggingFace, RAPIDS, and Fast.ai. An HTTP-based API supports programmatic resource management. The free plan includes 5 GB storage and free CPU and GPU machines, but free-tier machine auto-shutdown cannot exceed six hours. Paid plans start at $8.00 per month. Platforms listed are API, Linux, macOS, web, and Windows; a separate desktop app is listed for Windows 10+, OS X 10.13+, and Linux beta.