Sr. Tactical ML Engineer chez Paramount

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Summary

The Senior Tactical ML Engineer is a senior machine learning engineer in charge of resolving

high-impact issues across research, evaluation, and integration environments. This role focuses

on diagnosing and stabilizing machine learning systems that are blocked, degraded, or at risk of

failure.

Operating across model behavior, training dynamics, data quality, evaluation systems,

infrastructure, and integration boundaries, the Tactical ML Engineer identifies root causes,

implements targeted solutions, and restores forward progress. The role emphasizes rapid

intervention, disciplined debugging, and durable system improvements.

This position operates across teams and initiatives, transitioning ownership back to the

responsible group once systems are stable and a clear path forward is established.

Key Responsibilities

System Triage & Root-Cause Resolution

Perform rapid diagnosis across model, data, code, infrastructure, and evaluation layers

for blocked or unstable efforts.

Identify root causes and define corrective actions required to restore progress.

Communicate findings and resolution plans clearly across research, engineering, and

operational teams.

Targeted ML System Intervention

Contribute directly to blocked ML initiatives by implementing fixes across model

behavior, data pipelines, and system architecture.

Develop and validate solutions, including debugging, targeted refactoring, and

experimental validation.

Build enabling components or modifications required to unblock downstream

development.

Stabilization & Handoff

Ensure that resolved systems are stable, validated, and ready for continued

development.

Provide clear handoff artifacts, including working code, documentation, and

recommended next steps.

Establish preventative measures to reduce recurrence of identified issues.

Cross-Functional Alignment

Work across research, infrastructure, platform, evaluation, and integration teams to align

on root causes and resolution plans.

Ensure that fixes are compatible with downstream systems and integration requirements.

Validate that changes do not introduce regressions through appropriate testing and

benchmarking.

Accountabilities

Resolution efficiency: High-impact issues are resolved with clear root-cause identification

and durable fixes.

Execution pace: Time from escalation to restored progress is minimized without

compromising quality.

System stability: Resolved systems maintain reliability and do not regress under

continued use.

Knowledge transfer: Owning teams receive sufficient context, documentation, and

artifacts to continue development autonomously.

Required Qualifications

Senior-level experience spanning software engineering, machine learning systems, and

infrastructure in production or production-adjacent environments.

Solid debugging capability across multiple system layers, including application code,

data pipelines, distributed training, and deployment systems.

Experience diagnosing and resolving complex issues in ML systems under time

constraints.

Well-developed operational judgment, including the ability to triage, prioritize, and

execute with incomplete information.

Effective communication skills and ability to collaborate across multiple technical

disciplines.

Core Competencies

Technical breadth: Ability to operate across models, data systems, and infrastructure.

Root-cause analysis: Solid discipline in identifying underlying causes across system

boundaries.

Execution under tension: Ability to stabilize systems and drive resolution in high-impact

scenarios.

Cross-functional collaboration: Effective coordination across research, engineering, and

integration teams.

Durable problem solving: Focus on long-term fixes rather than temporary solutions.

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.

ADDITIONAL INFORMATION

Hiring Salary Range: $139,200.00 - 208,800.00.

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 Paramounts 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

Paramount is an equal opportunity employer (EOE) including disability/vet.

At Paramount, the spirit of inclusion feeds into everything that we do, on-screen and off. From the programming and movies we create to employee benefits/programs and social impact outreach initiatives, we believe that opportunity, access, resources and rewards should be available to and for the benefit of all. Paramount is proud to be an equal opportunity workplace. We are committed to equal employment opportunity regardless of race, color, ethnicity, ancestry, religion, creed, sex, national origin, sexual orientation, age, citizenship status, marital status, disability, gender identity, gender expression, and Veteran status.

If you are a qualified individual with a disability or a disabled veteran, you may request a reasonable accommodation if you are unable or limited in your ability to use or access https://www.paramount.com/careers as a result of your disability. You can request reasonable accommodations by calling 212.846.5500 or by sending an email to [email protected]. Only messages left for this purpose will be returned.