[Remote] Principal Machine Learning Engineer, Presentation and Visual Optimization
Note: The job is a remote job and is open to candidates in USA. Paramount is on a mission to unleash the power of content, and they are seeking a Principal Machine Learning Engineer to lead their Presentation pod. This role focuses on optimizing how content is displayed to capture user attention through machine learning strategies for artwork selection and layout optimization across global streaming platforms.ResponsibilitiesLead the Presentation Pod: Define the technical roadmap for visual personalization, bridging the gap between ML science and UI/UX designArtwork & Marquee Personalization: Architect and deploy multi-armed bandit (MAB) systems to dynamically select the best creative assets for show tiles and hero marqueesLayout & Style Optimization: Develop models to personalize carousel design types (e.g., square vs. poster), presentation styles, and even the ordering of attributes shown to the userTitle & Copy Optimization: Utilize NLP and LLMs to experiment with and optimize carousel titles and content descriptions based on user preferences and trending topicsFast Experimentation Frameworks: Design 'always-on' experimentation pipelines that can shift traffic based on model confidence and reward signals (CTR, Playback Start)Visual Understanding: Partner with Content Engineering to leverage visual embeddings and computer vision signals to understand why certain artwork performs better than othersSkills6-8+ years of experience in machine learning engineering or applied scienceDeep hands-on experience with Multi-Armed Bandits, Contextual Bandits, Thompson Sampling, or Upper Confidence Bound (UCB) algorithmsProven track record of designing high-velocity A/B testing or online learning systemsProficiency in Python, PyTorch/TensorFlow, and big-data processing (Spark/Databricks)Experience leading a technical pod or team, with a focus on translating product/design needs into engineering requirementsExperience in Visual Personalization (artwork, thumbnails, or creative optimization)Background in Computer Vision (OCR, aesthetic scoring, or image feature extraction)Knowledge of Reinforcement Learning (RL) for sequential layout optimizationFamiliarity with LLMs/Generative AI for automated copy generation and title testingBenefitsMedicalDentalVision401(k) planLife insurance coverageDisability benefitsTuition assistance programPTOBonus eligibleGenerous paid time offOpportunities for both on-site and virtual engagement eventsUnique opportunities to make meaningful connections and build a vibrant community, both inside and outside the workplaceCompany OverviewParamount is a leading media and entertainment company that creates premium content and experiences for audiences worldwide. It was founded in 1914, and is headquartered in New York, New York, USA, with a workforce of 10001+ employees. Its website is https://www.paramount.com.Company H1B SponsorshipParamount has a track record of offering H1B sponsorships, with 2 in 2024. Please note that this does not guarantee sponsorship for this specific role.