[Remote] Machine Learning Engineer, Entry

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 is seeking a Machine Learning Engineer to join their Applied Machine Learning Group. In this role, you will focus on enhancing the user experience by implementing features that optimize content recommendations and solve the 'Cold Start' problem for new users.ResponsibilitiesIndependent Delivery: Own the implementation of features for JBI (Jump Back In) and YNW (Your Next Watch)Retrieval Optimization: Use Qdrant to find high-relevance candidates for re-entry carousels based on session history and global trendsExperiment Lifecycle: Use MLFlow to manage, track, and deploy experiments, ensuring a high bar for reproducibilityModel Training: Develop and serve models in GCP using TensorFlow/PyTorch, incorporating Post-training RL for reward-based optimizationCollaborative Quality: Participate in design reviews to ensure your components share the same high-reliability standards as the rest of the podSolving Cold Start: Build the logic that makes the app feel personalized even for users we know very little aboutHigh-Commitment Accuracy: Optimize for the 'Play' button—the ultimate signal of user commitmentSkills3+ years in MLEExperience with GCP and MLFlowProficiency in TensorFlow/PyTorchKnowledge with Vector DBsProven ability to implement features that solve the 'Cold Start' problem for new usersExperience managing, tracking, and deploying experiments to ensure a high bar for reproducibilityBackground in multi-stage ranking or 'Cold Start' problemsExperience with retrieval optimization and re-entry carouselsKnowledge with Post-training RL for reward-based optimizationBenefitsMedicalDentalVision401(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.