Product Manager (Specialized in Machine Learning)

Carter Support Services
Houston, TX

Product Manager (Machine Learning)

Company: Carter Support Services
Location: Houston

Position Summary

We are seeking a Product Manager with deep experience in machine learning–driven products to lead the strategy, development, and lifecycle of ML-powered solutions. This role sits at the intersection of business, data science, engineering, and user experience, translating complex machine learning capabilities into scalable, valuable, and user-friendly products.

The ideal candidate understands both product management fundamentals and machine learning concepts , and can effectively guide teams through experimentation, model iteration, and production deployment while keeping a strong focus on customer outcomes and business impact.

Key Responsibilities

  • Define product vision, strategy, and roadmap for machine learning–based products

  • Translate business problems into ML product requirements and measurable success metrics

  • Partner closely with data science and engineering teams to guide model development, training, evaluation, and deployment

  • Own product discovery, including user research, hypothesis testing, and experimentation

  • Define and prioritize features using data, experimentation results, and business impact

  • Establish KPIs for ML products, including model performance, business outcomes, and user adoption

  • Manage product lifecycle from concept through launch, iteration, and scale

  • Communicate product strategy and progress to stakeholders and executive leadership

  • Ensure responsible AI practices, including fairness, transparency, and compliance considerations

Required Qualifications

  • 4+ years of product management experience, with at least 2 years working on machine learning or data-driven products

  • Strong understanding of machine learning concepts (e.g., supervised vs. unsupervised learning, model evaluation, training pipelines)

  • Experience working with data scientists, ML engineers, and software engineers

  • Ability to translate technical concepts into clear product requirements and user value

  • Experience defining success metrics and using data to drive product decisions

  • Excellent communication, stakeholder management, and prioritization skills

Preferred Qualifications

  • Experience launching ML products into production at scale

  • Familiarity with MLOps practices and model lifecycle management

  • Experience with cloud-based ML platforms (AWS, GCP, Azure)

  • Background in AI-driven products such as recommendations, forecasting, NLP, or computer vision

  • Knowledge of regulatory, ethical, and responsible AI considerations

Core Competencies

  • Strategic thinking with strong execution focus

  • Data-driven decision making

  • Customer-centric mindset

  • Ability to manage ambiguity and complex problem spaces

  • Strong cross-functional leadership

Why Join Us

  • Build innovative products powered by cutting-edge machine learning

  • Work closely with talented data science and engineering teams

  • High ownership and visibility across the organization

  • Competitive compensation, benefits, and growth opportunities

Posted 2026-01-15

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