Machine Learning Manager - Ads Engagement Modeling

4 Months ago • All levels
Research Development

Job Description

The Engagement Modeling Team builds and maintains machine learning models to predict and optimize user engagement with ads. The Machine Learning Manager will lead this team, setting the technical vision, overseeing model development, driving innovation in deep learning, leading the team, collaborating cross-functionally, and ensuring model quality. The role involves managing the full ML lifecycle and working with product managers and engineers.
Good To Have:
  • Background in engagement modeling in the ads domain.
  • Deep hands-on experience with machine learning models.
  • Strong interpersonal and collaborative skills.
  • Ability to develop a clear technical strategy.
Must Have:
  • Building ML models for ranking and recommendation at scale.
  • Proficiency with ML libraries like TensorFlow and PyTorch.
  • Experience managing the full ML lifecycle.
  • Skilled in orchestrating large-scale data pipelines.
  • Experience managing high-performing ML teams.
Perks:
  • Comprehensive health benefits
  • Retirement savings plan with matching contributions
  • Workspace benefits for home office
  • Personal & Professional development funds
  • Family Planning Support
  • Flexible Vacation & Reddit Global Days Off

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Reddit is a community of communities. It’s built on shared interests, passion, and trust and is home to the most open and authentic conversations on the internet. Every day, Reddit users submit, vote, and comment on the topics they care most about. With 100,000+ active communities and approximately 101M+ daily active unique visitors, Reddit is one of the internet’s largest sources of information. For more information, visit redditinc.com.

Reddit is home to thousands of communities, endless conversations, and authentic human connection. As our advertising business grows, delivering high-quality and relevant promoted content becomes increasingly critical to both our users and advertisers. The Engagement Modeling Team is at the heart of this effort. This team is responsible for building and maintaining machine learning models that predict and optimize user engagement with ads—ranging from click-through rates to video views and other media-driven interactions. These models power key ad-serving decisions that impact user experience, advertiser outcomes, and Reddit’s long-term business growth.

We are looking for an experienced and strategic Machine Learning Manager to lead this team. This is a high-impact, high-visibility role ideal for someone with deep machine learning expertise, a passion for building scalable systems, and the leadership skills to manage both people and projects in a dynamic, cross-functional environment.

 

Responsibilities

  • Set Strategy and Vision: Define the technical vision and long-term roadmap for engagement modeling, aligning cutting-edge ML solutions with Reddit’s product and business objectives.
  • Lead Model Development: Oversee the full ML lifecycle, from data generation and pipeline architecture to model training, evaluation, and deployment at scale.
  • Drive ML Innovation: Design and implement state-of-the-art deep learning architectures focused on user engagement, ranking, and recommendation.
  • Team Leadership: Build, mentor, and lead a team of talented machine learning engineers. Foster a culture of technical rigor, innovation, and career growth.
  • Cross-Functional Collaboration: Work closely with product managers, data scientists, and engineers across the Ads organization to define engagement goals, model KPIs, and data needs.
  • Ensure Model Quality: Maintain high standards for ML performance, scalability, interpretability, and robustness in a production environment.

 

Requirements

  • Deep Learning Architectures: Proven expertise in building ML models for ranking, recommendation, or engagement prediction at scale.
  • ML Frameworks: Proficiency with mainstream ML libraries such as TensorFlow and PyTorch.
  • Production ML Systems: Experience managing the full ML lifecycle—feature engineering, training, testing, deployment, and monitoring—in a production setting.
  • Data Infrastructure: Skilled in orchestrating large-scale data pipelines for training and evaluating ML models.
  • Ads Modeling: Background or familiarity with engagement modeling in the ads domain (e.g., predicting user interaction with promoted content) is a strong plus.
  • Team Management: Experience managing high-performing ML teams, with a focus on mentorship and team growth.
  • ML Experience: Deep hands-on experience working with machine learning models in large-scale production systems.
  • Cross-Functional Leadership: Strong interpersonal skills and a collaborative mindset. Able to effectively partner with PM, DS, and Ads Engineering teams to deliver impactful results.
  • Strategic Thinking: Ability to develop and communicate a clear technical strategy that supports broader business objectives.

 

Benefits:

  • Comprehensive Health benefits
  • Retirement Savings plan with matching contributions
  • Workspace benefits for your home office
  • Personal & Professional development funds
  • Family Planning Support
  • Flexible Vacation & Reddit Global Days Off

 

#LI-Remote

 

Reddit is proud to be an equal opportunity employer, and is committed to building a workforce representative of the diverse communities we serve.  Reddit is committed to providing reasonable accommodations for qualified individuals with disabilities and disabled veterans in our job application procedures. If, due to a disability, you need an accommodation during the interview process, please let your recruiter know.

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