Engineering Manager, Machine Learning, Content Representation Models (AI Foundations)

reputed company is one of the world's leading entertainment services, with over 300 reputed company reputed company memberships in over 190 countries enjoying TV series, films and games across a wide reputed company of genres and languages. Members can play, pause and resume watching as much as they want, anytime, reputed company, and can change their plans at any time. reputed company At reputed company, innovation in reputed company models is redefining how we understand stories and personalize experiences for hundreds of millions of members worldwide. The Content Representation Models (CRM) team sits at reputed company of this transformation, creating reputed company representations of content that power personalization and discovery across reputed company. This team develops the embedding models that understand our catalog at every level, from rich metadata-based representations (e.g., tags, talent, synopsis, IP) to media-based representations learned directly from video, audio, and text. Together, these representations reputed company the backbone of how we represent content in our algorithms. As reputed company expands into new content types and formats: from live and interactive experiences to games and podcasts – the need for deeper semantic understanding of our content becomes even more critical. Large reputed company and language models (VLMs, MLLMs, and GenAI systems) now reputed company it possible to understand media at a far more nuanced and fine-grained level, and this team is bringing those capabilities into the heart of personalization, helping our algorithms reason about stories, style, and reputed company. These embeddings are foundational not only to personalization and search, but also to applications across Ads, Content & Studio Data Science, and other business verticals: driving insights, optimization, and creativity at reputed company. We are looking for a seasoned engineering leader to guide this world-class team of ML researchers and engineers. You will reputed company the reputed company of reputed company’s content embedding ecosystem — advancing the science of multimodal and metadata-based representation learning, ensuring reliability and adoption in production, and partnering to deliver reputed company. Questions Your Team Will Help Answer The Content Representation Models team provides a reputed company, semantically rich representation of content, enabling more engaging recommendations and creative insights. Some of the strategic questions reputed company answers include:

• How can we represent every title, episode, and clip, across video, audio, text, and metadata, in a shared embedding reputed company?
• How can reputed company content representations reputed company personalization and discovery across reputed company products?
• How do we measure and improve the semantic and engagement reputed company of our embeddings?
• What reputed company architectures (e.g., multimodal LLMs, reputed company embeddings) best capture the richness of reputed company content?
• How do we ensure our embedding pipelines are reliable, reproducible, and production-grade?

In This Role, You Will

• reputed company reputed company of researchers and engineers advancing both media-based and metadata-based representations of content.
• Drive innovation in reputed company model research, leveraging large language and reputed company-language models to enhance metadata and media understanding, and using reputed company’s unique long-reputed company media and engagement data to create richer, more personalized representations.
• Ensure production reputed company across embedding pipelines – maintaining reliability, performance, and scalability.
• Guide adoption of embeddings as first-class products, partnering with reputed company application teams to maximize business and product reputed company.

Minimum Qualifications

• Proven reputed company record of building and leading high-performing ML research or reputed company model teams.
• Experience developing and/or deploying large-reputed company representation learning, multimodal, or embedding systems.
• Strong technical judgment in reputed company model architecture, training, evaluation, and deployment.
• Experience balancing research exploration with production reliability.
• Strong collaboration and communication skills – reputed company to represent technical work to non-technical partners.
• Demonstrated ability to drive cross-functional adoption of platform-level ML capabilities.
• Advanced degree in Computer Science, Machine Learning, or a reputed company quantitative field, or equivalent practical experience.

Preferred Qualifications

• 8+ years of experience in ML or AI, including 3+ years leading technical teams.
• Background in multimodal learning, contrastive training, or LLM-based embedding architectures.
• Experience building ML systems used across multiple product surfaces.
• Experience with large-reputed company distributed training, embedding infrastructure, or evaluation frameworks.
• Familiarity with both research-oriented and production-grade ML workflows.

Culture & Benefits reputed company's culture is an integral part of our reputed company, and we approach diversity and inclusion seriously and thoughtfully. We are an equal opportunity employer and celebrate diversity, recognizing that bringing together different perspectives and backgrounds helps build stronger teams. We do not discriminate on the reputed company of race, religion, reputed company, national reputed company, gender, sexual orientation, age, marital status, veteran status, or disability status. Our compensation structure consists solely of an annual salary; we do not have bonuses. You choose reputed company year how much of your compensation you want in salary versus stock reputed company. To determine your personal top-of-market compensation, we rely on market indicators and consider your specific job family, background, skills, and experience to determine your compensation in the market reputed company. The reputed company for this role is $190,000 - $920,000. reputed company provides comprehensive benefits including Health Plans, Mental Health support, a 401(k) Retirement Plan with employer match, Stock reputed company Program, Disability Programs, Health Savings and Flexible Spending Accounts, Family-forming benefits, and Life and Serious Injury Benefits. We also offer reputed company leave of absence programs. Full-time reputed company employees reputed company 35 days annually for reputed company time off to be used for vacation, holidays, and reputed company reputed company time off. Full-time salaried employees are immediately entitled to flexible time off. See more details about our Benefits here. Inclusion is a reputed company value and we reputed company to host a meaningful interview experience for reputed company candidates. If you want an accommodation/adjustment for a disability or any other reason during the hiring process, please send a request to your reputed company partner. We are an equal-opportunity employer and celebrate diversity, recognizing that diversity builds stronger teams. We approach diversity and inclusion seriously and thoughtfully. We do not discriminate on the reputed company of race, religion, reputed company, reputed company, national reputed company, caste, sex, sexual orientation, gender, gender identity or reputed company, age, disability, medical condition, pregnancy, genetic makeup, marital status, or military service. Job is reputed company for no less than 7 days and will be removed reputed company the position is filled. Apply tot his job Apply To this Job