6 дней назад
Large Language Model Specialist (LLM Fine-Tuning)
100 000 - 150 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Large Language Model Specialist (LLM Fine-Tuning): Designing and operationalizing fine-tuning workflows for large language models across supervised, preference-based, and reinforcement learning approaches with an accent on dataset construction, evaluation methodology, and production-grade training pipelines. Focus on distributed GPU training, parameter-efficient fine-tuning, safety evaluations, reproducibility, and diagnosing failures in large-scale training jobs.
Location: 100% remote within the United States
Salary: $100,000–$150,000 annually
Company
is a technology consulting and software development company delivering cloud, AI, data, and enterprise solutions across the United States.
What you will do
- Design and execute fine-tuning experiments for large language models using supervised learning, DPO, RLHF, and related techniques.
- Construct, curate, and quality-assure instruction-tuning and preference datasets.
- Build scalable training pipelines with distributed training frameworks and operate large-scale jobs on GPU clusters.
- Optimize training stability and throughput using hyperparameter tuning, mixed precision, sequence packing, and efficient attention implementations.
- Develop automated benchmarks, human evaluations, capability probes, and safety and policy evaluations.
- Collaborate with product, research, engineering, and platform teams while documenting decisions and mentoring engineers.
Requirements
- Master’s or PhD in Computer Science, Machine Learning, or a related field, or equivalent experience.
- Six or more years of combined machine learning research and engineering experience with significant LLM exposure.
- Strong proficiency in Python and PyTorch, with hands-on experience fine-tuning transformer-based language models at non-trivial scale.
- Experience with FSDP, ZeRO, pipeline parallelism, RLHF or DPO, evaluation methodology, and GPU cluster operations.
- Strong written and verbal communication skills and a track record of shipping or publishing impactful LLM work.
- Applicants must be U.S. citizens, Green Card holders, EAD holders, or H-1B transfer candidates.
Nice to have
- Publications at top-tier machine learning venues.
- Experience with multimodal model fine-tuning, synthetic data generation, or dataset distillation.
- Open-source contributions to LLM training libraries.
- Experience with responsible AI evaluation and red-teaming.
Culture & Benefits
- Full-time direct W-2 employment.
- Remote work within the United States.
- Collaboration with product, design, engineering, operations, research, and business stakeholders.
- Opportunities for career growth, technical leadership, code review, design review, and mentorship.
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