Machine Learning Engineer

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3-8 Years of Industry Experience | Remote | High-Impact

About The role: We're looking for an ML engineer with a strong foundation in traditional ML and hands-on experience applying those skills to modern LLM systems. This is an applied role for someone who owns the full ML lifecycle-from data pipelines and model training to evaluation, deployment, and ongoing iteration in real-world production environments.

In This Role, You Will:

  • Build and deploy a multi-stage classification system optimized for high throughput and low latency, while ensuring high recall and precision.
  • Integrate continuous feedback loops from human review to refine model performance.
  • Design and implement real-world ML systems with a focus on robustness, observability, and scalability.
  • Collaborate with researchers and SMEs to generate training data and test against edge cases.
  • Work closely with a broader team of engineers to integrate ML components into production systems and ensure end-to-end system performance.

We're Looking For Someone Who:

  • Has designed and deployed full ML pipelines (data ingestion → model training → evaluation → deployment → feedback).
  • Comfortable working with noisy or adversarial real-world data, not just clean benchmarks.
  • Understands the performance tradeoffs between recall, precision, latency, and cost-and knows how to tune for impact.
  • Moves fast with strong instincts for where to prototype, where to systematize, and how to deliver models that hold up in production.
  • Brings curiosity, creativity, innovation, and a bias for action in ambiguous environments.

Requirements:

  • 3-8 years of experience building and deploying machine learning systems in production.
  • Strong foundation in traditional ML techniques (e.g., clustering, anomaly detection, supervised learning).
  • Hands-on experience with LLMs (e.g., OpenAI, Claude, LLaMA), including fine-tuning and prompt engineering.
  • Proficiency in Python and modern ML / NLP tooling.
  • Experience training models on small datasets and using in-context learning techniques.
  • Familiarity with text processing pipelines, semantic embeddings, and vector search.
  • Clear communicator of complex technical concepts to non-technical audiences.
  • Experience deploying models in cloud environments (e.g., AWS, GCP).
  • Experience designing or integrating human-in-the-loop systems for model evaluation or policy alignment.

Nice To Have Experience With:

  • Real-time ML pipelines.
  • Scaled moderation or large-scale threat detection.
  • Vision, audio, OCR, or deepfake classification.
  • Designing multilingual embedding systems with code-switch detection.
  • Agentic pipelines for explainable or rationale-based moderation.
  • Rapid prototyping using modern LLM APIs and frameworks (e.g., OpenAI, Hugging Face, LangChain).
  • Error analysis and model forensics-comfortable diving into false positives and failure modes.

What Success Looks Like in the First 3 Months:

  • You've designed and deployed a functioning moderation system using semantic embeddings and fine-tuned classifiers to detect abuse at scale.
  • You've designed and refined at least one model evaluation pipeline, including precision / recall tracking and false positive analysis.
  • You've contributed meaningful ideas to data strategy-synthetic generation, clustering schema, or policy alignment tuning.
  • You've owned a full subsystem-from ideation to deployment-and seen it hold up under real usage and scrutiny.

Compensation & Benefits:

  • Salary Range: $150K-$250K, depending on experience and location.
  • Bonus: Performance-based annual bonus.
  • Professional Development: Support for continuing education, conferences, or training.
  • Work Environment: Fully remote, U.S.-based.
  • Health Benefits: Comprehensive health, dental, and vision coverage.
  • Time Off: Generous PTO and paid holiday schedule.
  • Retirement: 401(k) plan.

Read the full job description and apply online on the recuiter's web-site

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