How-To Guides
Create Your First Resource
Start here to get up and running with Resources to create Jupyter and R server resources. For interactive Python development, set up Jupyter Servers, or for interactive R development, configure R Servers.
Connect Your Code & Data
Once you have a resource, connect it to your existing work through Connect to link your resources to code and data. Connect your code repositories with Git Repositories, add software and libraries by Installing Packages, store API keys and credentials using Secrets, and configure environment settings with Environment Variables.
Scale Your Work
Expand your resources for larger workloads using Scale to scale your resources for larger workloads. Set up distributed computing with Dask Clusters, automate tasks and workflows with Jobs, schedule jobs and cron tasks through Dispatching Jobs, and run multi-resource jobs with Massively Parallel Jobs.
Deploy to Production
Turn your work into applications and APIs using Deploy to deploy your work as applications and APIs. Deploy models and applications with Deployments and create web applications through Models, APIs & Dashboards.
Advanced Configuration
Customize your environment and workflows with Advanced configuration options. Set up custom environments and dependencies with Images, build custom Docker images by Creating Images, store and share configurations using Resource Recipes, and share data between resources with Shared Folders.
Access & Management
Connect from external tools and manage your resources through Access to connect from external tools and manage resources. Connect from IDEs via SSH using SSH Access, generate and manage API tokens with API Tokens, configure automatic shutdown with Auto-shutoff, and remove resources and clean up by Deleting Resources.
Large Language Models
Specialized workflows for LLM development are available through LLMs for Large Language Model workflows and tutorials. Fine-tune language models with Fine-tuning and implement Retrieval-Augmented Generation workflows using RAG.