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Backend Engineer: Fresher to Infilect-Ready
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Module 9
Building Dataset Management Pipelines
1
Building an Image Annotation Pipeline with Django Models
Design and implement Django models for an image annotation pipeline (e.g., Images, Labels, Annotations).
2
Custom Django Management Commands
Create custom Django management commands to perform batch operations and data ingestion.
3
Batch Importing Image Metadata
Implement a management command to batch-import image metadata into the database.
4
Managing Annotation Tasks with DRF
Build DRF API endpoints to manage annotation tasks (e.g., create, list, update).
5
Annotation Task Lifecycle Management
Implement a state machine (e.g., Pending, Labeled, Reviewed) to manage the lifecycle of an annotation task.
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Integrating and Serving Machine Learning Models
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Containerization and Cloud Deployment