Senior ML Engineer: Production-Grade AI & Vision

Collectors; California City (CA); Vor Ort; USD 140.000 - 190.000; Vollzeit

Zusammenfassung

Collectors seeks a Senior Machine Learning Engineer to join our AI/ML team and build applied ML systems from prototype through production. You will work across computer vision, multimodal data, and agentic AI workflows, delivering reliable outputs for graders, researchers, and collectors.

You'll own projects from framing to deployment, design scalable pipelines, and collaborate with product, operations, and domain experts to turn uncertain data into measurable, actionable results.

Qualifikationen

• 5+ years of experience in machine learning, applied AI, or a closely related software engineering field.
• Hands-on experience building and shipping machine learning systems in production, including data preparation, model training, evaluation, deployment, and monitoring.
• Proficiency in Python and common ML tooling, along with solid software engineering fundamentals such as testing, modular design, observability, and version control.
• Experience in one or more of the following areas: computer vision, multimodal modeling, information extraction, search/retrieval, or LLM-based systems.
• Demonstrated ability to define statistically sound evaluation methodologies and make data-driven decisions about model readiness and trade-offs.
• Strong judgment in system design, including how to build solutions that are scalable, maintainable, and practical for real-world operations.
• Clear written and verbal communication skills, with the ability to explain technical decisions to both technical and non-technical stakeholders.
• A high-ownership mindset with the ability to operate independently, navigate ambiguity, and drive work to completion.

Aufgaben

• Design, build, and deploy end-to-end machine learning systems that support AI/ML product initiatives
• Own projects from problem framing through implementation, evaluation, launch, and post-launch monitoring, with clear accountability for outcomes
• Develop production-grade computer vision, multimodal, and agentic pipeline solutions that can ingest images and other inputs, reason over uncertainty, and return structured, reliable outputs
• Build and improve data pipelines, model evaluation frameworks, and feedback loops that ensure training and inference systems remain accurate, scalable, and maintainable over time
• Partner with annotation, operations, product, and domain experts to define data requirements, labeling standards, success metrics, and rollout plans
• Translate experimental findings into clear technical recommendations, balancing model quality, latency, cost, and operational complexity
• Contribute high-quality code, documentation, and technical design artifacts, and collaborate effectively through design reviews, code reviews, and cross-functional discussions

Kenntnisse

5+ years experience

Python

Production ML

ML tooling

Computer vision

LLM-based systems

Software engineering basics

Communication skills

Tools

Python

PyTorch

TensorFlow

Git

Docker

Jobbeschreibung

Collectors seeks a Senior Machine Learning Engineer to join our AI/ML team and build applied ML systems from prototype through production. You will work across computer vision, multimodal data, and agentic AI workflows, delivering reliable outputs for graders, researchers, and collectors.

You'll own projects from framing to deployment, design scalable pipelines, and collaborate with product, operations, and domain experts to turn uncertain data into measurable, actionable results.