This talk explores the disconnect between MLOps fundamental principles and their practical application in designing, operating and maintaining machine learning pipelines. We’ll break down these principles, examine their influence on pipeline architecture, and conclude with a straightforward, vendor-agnostic mind-map, offering a roadmap to build resilient MLOps systems for any project or technology stack.
Former Creative Director with extended expertise in product and strategy, Lex Avstreikh now works as the Head of Strategy at Hopsworks; a Swedish startup at the forefront of machine learning infrastructure. He focuses on identifying pivotal market trends and executing strategic initiatives that secure and advance Hopsworks’ position as a global leader in the ML industry.
