Independent 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 trends. Experiment Lifecycle: Use ML - Flow to manage, track, and deploy experiments, ensuring a high bar for reproducibility. Model Training: Develop and serve models in GCP using Tensor. Flow/ Py. Torch, incorporating Post-training RL for reward-based optimization. Collaborative Quality: Participate in design reviews to ensure your components share the same high-reliability standards as the rest of the pod. Solving Cold Start: Build the logic that makes the app feel personalized even for users we know very little about. High-Commitment Accuracy: Optimize for the "Play" button—the ultimate signal of user commitment. Basic Qualifications 3 years in MLE. Experience with GCP and ML - Flow. Proficiency in Tensor. Flow/ Py. Torch. Knowledge with Vector D - Bs. Proven ability to implement features that solve the "Cold Start" problem for new users. Experience managing, tracking, and deploying experiments to ensure a high bar for reproducibility. Bonus Skills Background in multi-stage ranking or "Cold Start" problems. Experience with retrieval optimization and re-entry carousels. Knowledge with Post-training RL for reward-based optimization. #LI-JJ 1 Paramount Streaming, a division within Paramount Global, is the home to the company's direct-to-consumer services spanning free and paid in the form of Pluto TV and Paramount . Pluto TV is the global leader in free ad-supported TV, delivering more than 1,400 global channels and an extensive library of streaming content, including live and original channels. Paramount , digital subscription video-on-demand and live streaming service, combines live sports, breaking news, and A Mountain of Entertainment™. Paramount features an expansive library of original series, hit shows and popular movies across every genre from world-renowned brands and production studios, including SHOWTIME®.