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Apt

Machine Learning Search Engineer

Apt
United States · Full-time · Mid-Senior

We are seeking ML Search Engineers who enjoy building a modern, machine-learning–driven search platform that powers product discovery across e-commerce ecosystem. As an ML Search Engineer, you’ll work hands-on implementing and supporting the machine learning pipelines that drive intelligent search, relevance, and intent understanding.


This role sits at the core of a newly formed Search Engineering team and works closely with a senior ML Architect and the Innovation organization. You’ll help take an existing ML search proof-of-concept and evolve it into a scalable, production-ready system used across dot-com and internal branch platforms.

This is a hands-on engineering role focused on building, operating, and improving ML systems in production—not research-only work.


Responsibilities:

  • Implement ML-driven search components designed by the Search Architect
  • Build and maintain Python-based ML pipelines for embeddings, inference, and relevance
  • Work with vector search and similarity matching to support intent-based product discovery
  • Support GPU-based workloads for model computation and inference
  • Participate in MLOps workflows, including deployment, monitoring, retraining, and maintenance
  • Help rerun and refresh embeddings as product data evolves over time
  • Collaborate with Innovation, Architecture, and Engineering teams to produce ML systems
  • Debug, optimize, and improve performance, reliability, and relevance of search pipelines
  • Contribute to ongoing improvements as the search platform evolves


Required Qualifications:

  • Strong Python development experience (primary language)
  • Experience building or supporting machine learning pipelines in production
  • Understanding of ML lifecycle concepts (training, inference, retraining, monitoring)
  • Familiarity with MLOps principles
  • Experience working with large datasets and model outputs
  • Ability to work hands-on with evolving systems and ambiguous requirements
  • Strong problem-solving and collaboration skills


Preferred Qualifications:

  • Experience with vector databases or similarity search
  • Exposure to embeddings, semantic search, or recommendation systems
  • Experience with GPU-based workloads
  • Cloud ML experience (GCP, AWS, or Azure)
  • Prior work on e-commerce search, discovery, or relevance systems

Key Skills

Ranked by relevance

machine learning python mlops aws gcp
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Posted
Apr 01, 2026
Type
Full-time
Level
Mid-Senior
Location
Birmingham
Company
Apt

Industries

Staffing Recruiting

Categories

Information Technology

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