Senior Machine Learning Engineer

3 weeks ago


Houston, Texas, United States Altea Healthcare Full time

Senior Machine Learning Engineer - MLOps Expert

At Altea Healthcare, we're revolutionizing outpatient/post-acute care delivery with cutting-edge AI solutions. We're seeking an experienced Senior Machine Learning Engineer to drive our MLOps strategy. The ideal candidate will have a strong background in deploying scalable ML models, including predictive/classification and NLP/NLU models.

Key Responsibilities:

  • Design, implement, and deploy AI/ML product features to improve care delivery and quality for post-acute patients
  • Collaborate with machine learning scientists and data engineers to translate prototype code to production-ready code
  • Develop and deploy production-ready ML models with a focus on scalability and monitoring
  • Set up and maintain end-to-end pipelines including data ingress, egress, model inference, and model retraining
  • Build high-performance deployment architectures and model monitoring systems
  • Refine ML-driven applications through quick iteration cycles
  • Maintain best practices of MLOps within the healthcare industry

Requirements:

  • Bachelor's or Master's degree in Engineering, Computer Science, or equivalent experience
  • At least 4-5 years of relevant experience as an MLOps Engineer
  • 4-5+ years of experience doing MLOps, model monitoring, drift detection, and model retraining
  • Azure Machine Learning Studio
  • Experience with transformer-based models and NLP, preferably in a healthcare context
  • Extensive experience with TensorFlow or PyTorch, and familiarity with HuggingFace
  • Track record of fine-tuning, running large-scale training jobs, and managing model servers like vLLM, TGI, or TorchServe
  • Strong proficiency in LangChain, vectorDB and cloud platforms (Azure), model experimentation tools like MLflow, and monitoring tools like Grafana/Splunk, and CI/CD like airflow, gitlab, and Big Data management like Spark, Kafka
  • Ability to work independently and collaboratively, manage priorities, and deliver high-quality results within project timelines

What We Offer:

  • Competitive pay and benefits
  • Extremely valuable startup stock options
  • Full-time hybrid position in Houston

Benefits:

  • 401(k)
  • Dental insurance
  • Health insurance
  • Vision insurance


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