industry · machine learning · MLOps

Machine Learning System Design

https://leetcode.com/discuss/interview-question/system-design/566057/machine-learning-system-design-a-framework-for-the-interview-day https://www.educative.io/courses/grokking-the-machine-learning-interview?aid=5082902844932096&utm_source=google&utm_medium=cpc&utm_campaign=grokking-the-machine-learning-interview&gclid=CjwKCAiAxKv_BRBdEiwAyd40NynxUkB7R1IrgtKFv_j5meQ8i4dL7vQuj6OtaihkDtPd0zkcLwWZwhoCOvsQAvD_BwE General ML Architectures Production code Procedural Programming Custom pipeline sklean pipeline Feature selection in CICD? Rough package structure: Packaging: Tox: managing dependencies for testing Versioning Logging Packaging: wheel – binary  Model Packaging Load the model in a different environment Model serialization: To serialize an object means to convert its state to a byte stream… Continue reading Machine Learning System Design