• Design, train, and deploy a wide range of AI/ML models for mission-critical applications, ensuring they meet performance and scalability requirements. • Implement and manage automated MLOps pipelines for model monitoring, retraining, and lifecycle management to ensure continuous delivery and reliability. • Optimize model performance, scalability, and resource consumption in production cloud and on-premise environments. • Collaborate with data scientists, software engineers, and systems architects to translate model prototypes into hardened, production-grade solutions. • Uphold software engineering best practices, including robust version control, comprehensive testing, and CI/CD processes. • Stay current with industry trends and best practices in MLOps and operational AI to continuously improve the team's capabilities.

• Define and drive the machine learning technical strategy for Spotify Home, spanning retrieval, ranking, page composition, layout optimization, and real-time personalization • Work at the intersection of recommender systems, generative models, and user intent understanding to deliver highly adaptive and engaging Home experiences • Lead hands-on development of ML models and systems, from prototyping new ideas to productionizing solutions at global scale • Provide senior-level technical leadership across multiple teams, influencing architecture, modeling choices, and long-term investments • Design, build, evaluate, ship, and iterate on large-scale ML systems that directly power Home for hundreds of millions of users • Partner closely with product, design, and user research to translate UX goals and user needs into robust ML systems • Drive best practices in experimentation, offline/online evaluation, model lifecycle management, and reliability • Help evolve Home toward more contextual, generative, and intent-aware experiences, leveraging transformers, sequence models, and emerging techniques • Collaborate with platform and foundation teams to effectively leverage shared models and infrastructure while tailoring solutions to Home’s unique needs • Mentor senior engineers and influence technical standards through thoughtful reviews, documentation, and architectural guidance • Act as a technical ambassador for Home within Spotify’s broader ML community, staying current with research and industry trends

• Available to teach synchronous online courses via Microsoft Teams • Plan and organize instruction in ways that maximize student learning and engagement • Modify instructional methods and strategies to meet diverse student’s needs • Employ appropriate teaching and learning strategies to communicate subject matter to students via a synchronous online format • Demonstrate a thorough and accurate knowledge of their field or discipline • Ensure Student Database is fully updated and accurate regarding student grade record information • Promote collaboration with other staff members and participate in the implementation of new projects, ideas, etc.

• Teaching: Available to teach synchronous online courses via Microsoft Teams • Plan and organize instruction in ways that maximize student learning and engagement • Modify, where appropriate, instructional methods and strategies to meet diverse student’s needs • Employ appropriate teaching and learning strategies to communicate subject matter to students via a synchronous online format (Microsoft Teams) • Current certifications in subjects taught • Demonstrate a thorough and accurate knowledge of their field or discipline • Connect their subject matter with related fields • Stay current in their subject matter through professional development, through involvement in professional organizations, and attending professional meetings, conferences, or workshops • Ensure Student Database is fully updated and accurate at all times regarding student grade record information • Maintain compliance with accreditation related to instructional and the quality of education, scheduled class hours requirements and CIAT policies and procedures • Promote collaboration with other staff members and participate in the implementation of new projects, ideas, etc. • Adhere to the CIAT business casual attire.