Machine Learning System Design: Interview Ali Aminian Pdf

: Choose appropriate algorithms, such as representation learning with CNNs for images, and set up validation workflows.

: Design pipelines to transform raw data into usable features for training and real-time inference. machine learning system design interview ali aminian pdf

: Evaluate online vs. batch serving and infrastructure choices like containers or serverless functions to meet latency requirements . : Choose appropriate algorithms

: Define business goals, success metrics (like precision/recall or business KPIs), and system constraints such as latency and budget. machine learning system design interview ali aminian pdf