G2i Inc.

Machine Learning Evaluation Specialist (Remote)

G2i Inc.  •  $200/hr  •  Remote  •  2 hours ago
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Job Description

Machine Learning Evaluation Specialist (Remote)

List of accepted countries and locations

Important for US applicants: This is a 1099 independent contractor role and is not compatible with F-1 OPT, STEM OPT, or other visa statuses that require W-2 employment, guaranteed hours, or employer sponsorship. We are unable to provide offer letters or employment verification for this role.

Help design the hardest ML problems state-of-the-art AI hasn't solved yet.

We're hiring domain experts to build evaluation tasks that challenge the frontier of AI. This is not an ML engineering role — it's a research role. You'll use deep expertise in your field to create problems that general ML knowledge can't touch.

What you'll do

  • Propose and frame original, research-grade ML problems rooted in your domain

  • Design evaluation tasks that require specialized knowledge well beyond standard pipelines

  • Assess AI-generated solutions for correctness, creativity, and methodological rigor — and explain exactly where and why they fall short

  • Document problem difficulty, required domain knowledge, and expected failure modes

What you need

  • Graduate-level expertise (MS or PhD preferred) in a scientific or technical domain that intersects with ML

  • Strong working knowledge of ML methods — model selection, feature engineering, evaluation metrics

  • Deep familiarity with active research problems in your field — you know where general ML knowledge runs out

  • Excellent written communication — you can articulate complex problems clearly and precisely. This cannot be overstated.

  • Self-motivated and comfortable working independently on intellectually demanding tasks

What you don't need

  • No prior AI training or RLHF experience required

  • No software engineering background needed — domain expertise and research instincts are what matter

Domains we're especially looking for

  • Computational Biology / Bioinformatics

  • Genomics / Molecular Biology

  • Physics / Astrophysics / Signal Processing

  • Climate / Environmental Modeling

  • Healthcare / Medical Imaging

  • Neuroscience / Brain-Computer Interfaces

  • Materials Science / Chemistry

  • Finance / Quantitative Modeling

  • Robotics / Control Systems / Reinforcement Learning

  • Advanced NLP (specialized domains)

  • Mathematics / Statistics (applied)

Logistics

  • Fully remote — work from anywhere

  • $200–$400/hr depending on domain and seniority

  • 10–40 hrs/week, hourly contract

  • Assessment required — paid if approved

  • Independent contractor (1099) — not compatible with F-1 OPT, STEM OPT, or visa statuses requiring W-2 employment or employer sponsorship

⚠️ This is a project-based, freelance opportunity with no guaranteed hours. We recommend keeping other work options open while waiting for project assignment.

G2i Inc.

About G2i Inc.

G2i is a hiring community connecting remote developers with world-class engineering teams. Our unique approach combines rigorous technical assessments with a solid commitment to developer health, ensuring companies get skilled developers who are supported, valued, and ready to execute from day one.

Our transparent vetting process includes in-depth, performance-ranked developer profiles, recorded technical interviews, and soft-skills assessments. Whether you're working on a short-term project or burning down a backlog, G2i connects you with a community of pre-vetted developers.

Planning to hire ten or more engineers? We create a Custom Talent Pipeline, allowing for specific customizations in sourcing, assessment criteria, technical interview questions, and integration with your existing HR systems and processes.

G2i partners with clients who support the developer health mission—matching developers with environments that improve their health, support recovery from burnout, and enable professional growth through restful work.

Is your team overworked or understaffed? Contact us today to learn how G2i can help you.

More information about our mission and commitment to developers and clients can be found at https://g2i.co or follow us on X @g2i_co

Industry
IT & Software
Company Size
201-500 employees
Headquarters
Delray Beach, Florida
Year Founded
2016
Website
g2i.co
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