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Machine Learning Engineer

John Snow Labs13 days ago
Remote
Remote (US, Canada, UK, Europe)
Mid Level

Top Benefits

Fully virtual company

About the role

Who you are

  • The ideal candidate will have a robust background in machine learning, natural language processing (NLP), and Large Language Models (LLMs)
  • 5+ years of hands-on professional experience in software engineering, building production-grade deep learning solutions
  • An academic degree in computer science, data science, or a related degree. M.Sc. or Ph.D. degree is strongly preferred
  • Demonstrated expertise in model tuning frameworks like Axolotl
  • Familiarity with model serving frameworks, including vLLM, TGI, and llama-cpp, to support the deployment and scalability of machine learning models
  • Knowledge of model quantization techniques and frameworks to optimize AI models for performance in resource-constrained environments
  • Hands-on experience with Transformer architectures and proficiency in machine learning frameworks such as PyTorch
  • This role offers an opportunity to be at the forefront of technological advancement in AI and healthcare, contributing to innovations that advance the healthcare, life science, and open-source AI communities. When applying, please add a cover letter which includes the words ‘John Snow Labs’ and explains your academic, professional ML engineering, and recent LLM engineering experience

What the job involves

  • We are seeking a highly skilled and experienced Machine Learning Engineer to join our team
  • The role focuses on training, tuning, and evaluating AI models as part of a diverse team which includes professionals from software engineering, data science, and medicine
  • Adapt LLMs to diverse healthcare use-cases using techniques such as Sparse Fine-Tuning (SFT), Prompt Engineering Fine-Tuning (PEFT), Direct Parameter Optimization (DPO), and Proximal Policy Optimization (PPO)
  • Optimize LLMs for Retriever-Augmented Generation (RAG) to enhance decision-making and information retrieval capabilities
  • Collect, clean, and refine healthcare datasets for training LLMs to ensure high-quality data provisioning
  • Convert models into various formats suitable for production environments, ensuring their readiness for real-world application

Benefits

  • Fully virtual company

About John Snow Labs

IT Services and IT Consulting
51-200

John Snow Labs, the AI for Healthcare company, provides state-of-the-art software, language models, and data to help healthcare and life science organizations build, deploy, and operate AI, LLM, and NLP projects faster.