Aledade

Aledade

Aledade collaborates with independent practices, health centers, and clinics to establish and manage Accountable Care Organizations (ACOs) that prioritize primary care, enabling physicians to enhance patient care while maintaining their independence in...

Health Care Providers & Services
1K-5K
Founded 2014
$686M raised

Description

  • Build working prototypes using off-the-shelf and novel AI techniques to improve optimization outcomes.
  • Work with large, complex datasets and solve difficult, non-routine analysis problems to extract usable data.
  • Re-design current pipelines and systems to meet growing data and query demands.
  • Implement techniques for fine-tuning and adapting pre-trained generative models for healthcare-specific tasks.
  • Develop evaluation metrics and benchmarks to measure AI/ML model quality and performance.
  • Design and implement feature engineering pipelines, including data processing, feature extraction, and transformation.
  • Set and uphold engineering process standards, including style checking, code checking, test harnesses, and release packaging.
  • Deliver working proof-of-concept solutions while balancing speed, scalability, and time-to-market tradeoffs.
  • Partner with engineering and analytics teams to bring AI technology into existing products and workflows.
  • Train, fine-tune, and apply AI models using medical data from millions of patients.

Requirements

  • BS/BTech or higher in Computer Science or a related field.
  • 3+ years of relevant deep learning and LLM work experience.
  • 8+ years of relevant machine learning and statistical analysis experience.
  • 3+ years of Python experience.
  • Experience addressing incomplete, unrepresentative, and mislabeled data.
  • Experience working with large-scale distributed systems and statistical software such as Spark.
  • 3+ years of demonstrated proficiency in selecting the right tools for data optimization problems.
  • Ph.D. or Master's degree in a quantitative discipline, or equivalent practical experience (preferred).
  • Proficiency communicating analysis and building confidence with audiences outside your discipline (preferred).
  • Experience with security and systems that handle sensitive data (preferred).
  • Experience with Databricks and/or MLflow (preferred).
  • Experience designing and implementing production-ready agentic systems (preferred).
  • Proficiency in at least one major deep learning framework such as PyTorch, TensorFlow, or Keras (preferred).
  • Demonstrated leadership and self-direction (preferred).
  • First-author publications at peer-reviewed conferences such as NeurIPS, ICML, ACL, JSM, KDD, or EMNLP (preferred).
  • Competitive programming or Kaggle recognition such as ACM-ICPC, NOI/IOI, or Kaggle wins (preferred).
  • Working knowledge of health-tech systems such as Electronic Health Records and clinical data (preferred).
  • Physical ability to sit for prolonged periods, use a computer and keyboard extensively, and occasionally walk or lift.

Interested in this position?

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