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Machine Learning Engineer at an Early-Stage Healthtech Startup

AdvisorEY.
San Mateo, CA Full Time
POSTED ON 2/22/2025
AVAILABLE BEFORE 5/20/2025

Job Description

Job Description

Our client is a pioneering early-stage startup in the healthcare sector, utilizing AI to optimize and automate complex workflows. Their cutting-edge technology leverages proprietary large language models (LLMs) and other machine learning models to drive innovation and improve efficiency in critical healthcare operations. They are seeking passionate professionals to join their growing team. We are looking for a Machine Learning Engineer with deep expertise in large language models and related AI technologies. The ideal candidate will have hands-on experience fine-tuning LLMs, implementing retrieval-augmented generation (RAG) techniques, and conducting model evaluation to ensure performance and reliability. This role will be instrumental in enhancing their proprietary AI solutions and expanding their impact across healthcare applications.

About the Role :

  • Develop and fine-tune proprietary LLMs and other machine learning models to meet business and product requirements.
  • Implement and optimize retrieval-augmented generation (RAG) pipelines to enhance AI system performance.
  • Conduct comprehensive evaluation and benchmarking of LLMs to maintain high standards of accuracy, efficiency, and scalability.
  • Collaborate with cross-functional teams, including data scientists, engineers, and product managers, to integrate machine learning capabilities into the core product.
  • Stay informed about the latest advancements in AI / ML research and tools, applying relevant innovations to improve product offerings.
  • Design and implement model monitoring systems to ensure ongoing performance and reliability.

About You :

  • 5 years of experience in machine learning, with a focus on LLMs and natural language processing (NLP).
  • Expertise in fine-tuning LLMs and applying techniques such as transfer learning and hyperparameter optimization.
  • Experience with retrieval-augmented generation (RAG) and other techniques to improve model performance in real-world applications.
  • Strong proficiency in Python and experience with AI / ML frameworks (e.g., PyTorch, TensorFlow, Hugging Face).
  • Familiarity with evaluating machine learning models using metrics such as BLEU, ROUGE, and accuracy benchmarks.
  • Experience deploying and monitoring AI systems in production environments, including cloud platforms such as AWS, Azure, or GCP.
  • Excellent problem-solving abilities and a passion for innovation in AI / ML.
  • Preferred Experience :

  • Prior experience developing AI models for healthcare or other regulated industries.
  • Familiarity with proprietary LLM architectures and large-scale data processing.
  • Qualified candidates who meet the above requirements should kindly submit their resumes as a word or pdf attachment to Chessa Eskandanian-Yee : chessa@advisorey.com

    We thank you for your interest and wish you much success in your search. For more information on us, please visit www.advisorey.com

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