ZenML
ZenML simplifies the complexities of building retrieval-augmented generation systems by seamlessly managing pipelines and artifacts. It allows users to define training workflows once, automating data versioning and experiment tracking. With plug-and-play integrations, it enables effortless scaling and adaptation to evolving MLOps needs while ensuring portability and vendor independence.
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Top ZenML Features
- Pipeline tracking and management
- Artifacts tracking in one place
- Hassle-free model fine-tuning
- Data versioning automation
- Experiment comparison logging
- Seamless tool integration
- Infrastructure-agnostic code
- Portable ML code
- Rapid setup with simple commands
- Continuous improvement flywheel
- Gradual stack scaling options
- Vendor lock-in prevention
- Easy re-run of pipelines
- Clear ML workflow definitions
- Plug-and-play component management
- Support for latest MLOps tools
- Customizable deployment configurations
- Simplified MLOps pipeline management
- Open-source and free access
- Comprehensive documentation for users.
