We conduct thorough check on, soft skills, Tech skills, focus on certifications along with in depth problem solving skills and preliminary background checks( if needed). Must have at least BS degree or MS degree. Certifications are highly desirable. Minimum 3-5 years of experience with cloud services-including open source technology, software development, systems engineering, scripting languages and multiple cloud provider environments. They need to have experience in desiging ML systems, researching and implementing ML algorithms and tools, selecting appropriate data sets, verifying data quality, performing statistical analysis, running machiune learning tests, training and retraining systems when needed.