: Determine data sources, collection methods, and plans for storage and labeling.
: Decide between online vs. batch inference and ensure low latency using tools like TensorFlow Serving . machine learning system design interview pdf alex xu
: Optimize pipelines for high throughput and balance infrastructure costs. Key Case Studies Covered : Determine data sources, collection methods, and plans
: Beyond just accuracy, tracking system health through latency and prediction quality. : Determine data sources
Machine Learning System Design Interview: An Insider's Guide
Xu and Aminian advocate for a systematic 7-step approach to ensure no critical production aspect is overlooked during an interview: