MLOps Concepts Advanced
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Batch Inference Architecture
TODO classification of goods by name in cash receipts
We will return to batch inference systems later when we look at ETL processes.
Embedded Model Architecture
TODO Face detection in an image while taking a photo
Real-Time Streaming Architecture
TODO recognition of car numbers in the stream
OLAP vs OLTP
ML product boundary
Data Extraction vs Data Integration
ML dev process. ML Pipeline and ML infrastructure
More is needed, including:
СI/CD
Data Handling
ML pipelines
More Computing Power