This VS Code extension provides an interactive, hands-on learning experience for ZenML - the open-source MLOps framework. Master ZenML fundamentals through 10 guided pipeline examples with step-by-step tutorials and one-click execution!
- Pipeline Fundamentals - Create your first ZenML pipeline
- Data Flow - Pass data between pipeline steps
- Parameters - Make pipelines flexible with parameters
- Organization - Tag and organize your pipeline runs
- Tracking - Log metadata to record useful facts about runs
- Visualizations - Create automatic & custom charts
- Performance - Use caching and parallel processing
- Reliability - Handle errors with retries and hooks
- Configuration - Use YAML to separate configuration from code
10 Progressive Tutorials that build from basic concepts to advanced ZenML patterns.
The fastest way to get started - no local setup required.
- Click Code ▶ Codespaces ▶ Create codespace on develop
- Wait ~2 min for setup (container, dependencies, extension)
- The extension will launch automatically
Requirements:
Steps:
- Clone this repo & open in VS Code
- Click Reopen in Container when prompted
- Extension starts automatically
| Tutorial | Topic | Skills |
|---|---|---|
| 1 | Hello World | Basic pipeline creation |
| 2 | Step I/O | Data flow between steps |
| 3 | Parameters | Pipeline configuration |
| 4 | Tagging | Run organization |
| 5 | Metadata | Logging and tracking |
| 6 | Caching | Performance optimization |
| 7 | Visualizations | Charts and plots |
| 8 | Fan-out/Fan-in | Parallel processing |
| 9 | Retries & Hooks | Error handling |
| 10 | YAML Config | Configuration management |
- Run pipelines via the “Run Pipeline” button
- Navigate with Previous/Next buttons
- Inspect output in the terminal and Dashboard link
- Experiment by editing any example code
- 📖 ZenML Docs: docs.zenml.io
- 💬 Community: ZenML Slack
- 🐛 Issues: GitHub Issues