Paramount Pictures

Principal Machine Learning Engineer, Session and In-Player Experience

Paramount Pictures$234K — $250K *
Consumer Technology
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • 6-8+ years in machine learning engineering or recommender systems
  • Experience with ML systems in high-traffic, low-latency environments
  • Deep knowledge of session modeling and contextual bandits
  • Leadership experience mentoring senior technical teams
  • Proficiency with ML frameworks like PyTorch and TensorFlow

Responsibilities

  • Lead design and deployment of retrieval and ranking systems for in-player surfaces
  • Develop end-to-end ML pipelines for predicting next best content
  • Architect systems to meet strict latency requirements for in-player experiences
  • Partner with cross-functional teams to define session success metrics
  • Establish experimentation practices for session-based modeling
  • Mentor technical talent within the team and contribute to culture

Benefits

  • Comprehensive medical, dental, and vision plans
  • 401(k) plan with contributions
  • Life insurance and disability benefits
  • Tuition assistance program
  • Generous paid time off
  • Opportunities for on-site and virtual engagement events
Full Job Description
We are looking for a Principal Machine Learning Engineer to lead our "Session" pod - the team in charge of the critical mission of "Keeping the Session Going." While other teams focus on the initial click, your team owns the viewer's journey after playback starts. You will lead a high-impact pod of Senior ML engineers and Applied Scientists to architect the systems powering in-player browse, "Watch-Next" recommendations, and end-cards across Paramount+ and Pluto TV.

This is a highly visible technical leadership role where you will define the strategy for real-time, post-playback discovery. Because these decisions happen while a user is already engaged in content, you will navigate unique challenges in ultra-low latency inference, session-based behavior modeling, and distinct UX constraints that differ significantly from standard home-page ranking.

Why This Role Matters:

The "Session" pod is the engine behind long-term retention and viewer satisfaction. In this role, you will directly shape:
  • The Post-Playback Journey: Owning the "Watch-Next" and end-card algorithms that identify if a user stays for another hour or leaves the platform.
  • In-Player Discovery: Designing seamless in-player browse experiences that allow users to explore content without interrupting their current stream.
  • Real-Time Intelligence: Building the models that react to session-level signals in milliseconds to provide truly dynamic personalization.


Key Responsibilities:
  • Lead Multi-Stage Personalization: Design and deploy retrieval and deep ranking systems specifcally optimized for in-player surfaces and "Watch-Next" carousels.
  • Own the Session Lifecycle: Develop end-to-end ML pipelines that utilize session-based modeling and real-time user behavior to predict the next best piece of content.
  • Optimize for Performance: Architect systems that meet strict latency requirements necessary for in-player experiences where delays directly impact the viewing experience.
  • Cross-Functional Strategy: Partner with Product, Design, and Content teams to define success metrics specific to session length, "binge" rates, and playback transitions.
  • Scientific Rigor: Establish high-integrity experimentation practices and improve offline13online correlation for session-based rewards and contextual bandits.
  • Technical Mentorship: Act as a player-coach, developing technical talent within the pod and shaping the culture of the broader AMLG.


Minimum Qualifications:
  • 6-8+ years of experience in machine learning engineering, recommender systems, or large-scale ranking.
  • Real-Time Expertise: Demonstrated success deploying ML systems in high-traffic, low-latency production environments.
  • Advanced Modeling: Deep knowledge of session modeling, representation learning, and contextual bandits.
  • Leadership: Experience leading and mentoring senior technical teams with the ability to drive strategy while remaining hands-on.
  • Technical Fluency: Proficiency with modern ML frameworks (PyTorch, TensorFlow) and big-data ecosystems (Spark, Beam, Databricks).


Preferred Qualifications:
  • Experience with in-player or post-playback recommendation domains.
  • Background in multi-modal signals (e.g., using video/audio features for "Watch-Next" similarity).
  • Knowledge with Vector Search integration and embedding pipeline optimization.
  • Experience bridging the gap between Core Science teams and production-facing Product teams.


What Success Looks Like In Your First 6-12 Months:
  • Define the Roadmap: Establish a clear technical vision for the "Session" pod, prioritizing improvements to "Watch-Next" and end-card accuracy.
  • Ship Production Gains: Deliver measurable increases in session duration and "Keep Watching" click-through rates via improved ranking models.
  • Optimize Latency: Successfully reduce inference latency for in-player recommendations, enabling more complex model architectures to run in real-time.
  • Unify the Experience: Successfully partner with Content Engineering to integrate advanced embedding pipelines into the session-based retrieval layer.


#LI-PG1

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 Entertainment14. Paramount+ features an expansive library of original series, hit shows and popular movies across every genre from world-renowned brands and production studios, including SHOWTIMEae.

ADDITIONAL INFORMATION

Hiring Salary Range: $234,000.00 - 250,000.00.

The hiring salary range for this position applies to New York, California, Colorado, Washington state, and most other geographies. Starting pay for the successful applicant depends on a variety of job-related factors, including but not limited to geographic location, market demands, experience, training, and education. The benefits available for this position include medical, dental, vision, 401(k) plan, life insurance coverage, disability benefits, tuition assistance program and PTO or, if applicable, as otherwise dictated by the appropriate Collective Bargaining Agreement. This position is bonus eligible.

What We Offer:
  • Attractive compensation and comprehensive benefits packages. Check out our full list of benefits here: https://www.paramount.com/careers/benefits
  • Generous paid time off.
  • An exciting and fulfilling opportunity to be part of one of Paramount's most dynamic teams.
  • Opportunities for both on-site and virtual engagement events.
  • Unique opportunities to make meaningful connections and build a vibrant community, both inside and outside the workplace.
  • Explore life at Paramount: https://www.paramount.com/careers/life-at-paramount


About Paramount Pictures

Paramount is a leading media and entertainment company that creates premium content and experiences for audiences worldwide.

Paramount Pictures Careers

Join the iconic team at Paramount Pictures, the home of world-class entertainment and a leader in the film industry. As part of our dynamic team, you will collaborate with talented professionals to shape the future of entertainment. Work You’ll Do At Paramount Pictures, we offer a variety of job opportunities that allow you to contribute to groundbreaking work in the entertainment industry. Whether you're interested in creative roles, marketing, or technology, you'll find a position that matches your skills and passions. Transform the Entertainment Industry Be part of a team that is at the forefront of innovation in storytelling and technology. Paramount Pictures is where creativity meets technology, leading to the production of some of the most celebrated films in history. Lead with Us Step into a role of leadership and influence. Paramount Pictures values diversity and leadership in all forms, fostering a culture where every team member is a key player in our success. Our leadership is committed to nurturing talent and encouraging growth within the company. Explore Career Growth and Development Paramount Pictures is dedicated to the professional growth of its employees. With robust training programs, mentorship opportunities, and a commitment to career development, we ensure that our team members are equipped to rise within the ranks. Internship Opportunities Gain invaluable industry experience through an internship at Paramount Pictures. Our internships provide a platform for learning and growth, allowing you to build your resume while working alongside industry leaders. Benefits and Culture Enjoy a wealth of benefits that support both your professional and personal life. Paramount Pictures offers competitive employment benefits, a supportive work environment, and a company culture that values creativity, diversity, and innovation. Join Our Team Search open positions that align with your career goals. We are looking for passionate, creative, and driven individuals to join our team. Explore the job opportunities at Paramount Pictures and find where you can make a difference. Stay Connected Keep up to date with the latest from Paramount Pictures Careers. From insider perspectives to industry-leading insights, our careers blog provides valuable information to help you navigate your professional journey. Networking and Professional Development Engage with a network of professionals and take advantage of opportunities to develop your skills through comprehensive training and development programs. Paramount Pictures is committed to fostering a community of innovation and leadership. Job Alert Emails Customize your subscription to receive job alerts and the latest news tailored to your preferences. Discover exciting and rewarding career opportunities waiting for you at Paramount Pictures. Join Paramount Pictures today and be part of a team that is passionate about creating extraordinary entertainment experiences. Your journey to an exciting career in the film industry starts here!
Learn more about Paramount Pictures
Size
318 employees
Market Cap
$1.3 billion
Industry
Net Income
-$24.7 million
Founded
1912
5 Year Trend
+1.2%
Revenue
$714.2 million
NASDAQ

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