Genel Bilgi Konu Başlıkları Yeterlilik İlişkisi Değerlendirme Sistemi Öğrenme Çıktıları Özgü Ölçüt Matrisi

Öğrenme Çıktıları	PY.1	PY.2	PY.3	PY.4	PY.5	PY.6	PY.7	PY.8	PY.9	PY.10	PY.11
Utilize data files in different formats (e.g., csv, json) and data using SQL and NoSQL databases.	5
Build data extraction, cleansing, and validation, and build ETL processes for different scenarios.		5				4
Utilize automation tools to schedule and orchestrate data pipeline tasks and perform version control on these pipelines.			4
Create dashboards for data visualization.				4
: Apply robust management of virtual machines and containers, including deployment, monitoring, scaling, and security to ensure efficient and secure application operation.								5	4		4