培养和发展强大的机器学习工程师.pdf

1、Growing and CultivatingStrong Machine Learning EngineersVivek GuptaJune 10,2025InfoQ Dev Summit Boston 2025Who am I?Director of AI Rotational Program at Microsoft30+years in Software Development12+years in Machine Learning/AI5 of those years as a Data ScientistLast 7 years as a manager of Engineers,

2、Data/Applied Scientists and Product ManagersAvid PhotographerTopicsWhat do I need to know?Nourishing engineersCultivating Relevant skillsProduction Machine LearningA bit about my teamWhat do I need to know?A little bit of everythingNourishing EngineersEarly in career Feedback Time to learn Ask quest

3、ions Mentoring CollaborationSenior Engineer Feedback Time to learn Mentoring CollaborationCultivating Relevant SkillsAll the standard engineering skills Coding Unit/Integration tests DevOps Cloud Infrastructure and monitoring System DesignProduction Machine LearningNeed to understand AI/ML and Data

4、Scientist processData ManagementPrivacy/SecurityTraining PipelinesModel/Prompt managementEvaluationTelemetryHuman in the loopUser Feedback(close the loop)Microsoft AI Development Acceleration Program(MAIDAP)Early in Career ProgramSoftware Engineers,Applied Scientists,Product ManagersCohort basedRedm

5、ond,WA and Cambridge,MACentral at MicrosoftWork with many different divisions2 year program4 rotationsChallenges at MAIDAP10 projects with 10 different teams Onboarding to new projects every 6 months Highly variable tech stack Rapidly moving technologyJoys of MAIDAPCurious,bright,driven and creative cohort members Hackathons Career development of new individuals Fast pacedThank You!