استخدام کارشناس علم داده (حوزه پزشکی دورکاری)

توضیحات آگهی

What you ll do
Develop train and validate ML AI models on healthcare and clinical datasets
Work with real world clinical data EHR imaging labs registries including messy incomplete and multi source data
Design rigorous validation clinical relevance bias generalization calibration and safety document the evidence
Translate clinical workflows and questions into well scoped modeling problems with clinicians
Build reproducible data and modeling pipelines with full traceability and auditability
Partner with clinical advisors and engineering to move models toward governed production use
Uphold data privacy security and regulatory expectations including PHI handling
What we re looking for
Strong experience applying AI ML to healthcare data and clinical problems
Hands on with medical datasets clinical EHR imaging labs or registries and their real world pitfalls
Solid understanding of clinical workflows and how models fit into care
Rigorous model validation study design metrics bias generalization and clinical safety
Discipline around reproducibility documentation and data governance
Technical skill stack
The tools and technologies you should be strong in We don t expect every single item depth in the core stack matters most
Programming Python expert and SQL R a plus
ML deep learning scikit learn PyTorch TensorFlow Keras XGBoost LightGBM
Data engineering pandas NumPy Polars SciPy statsmodels reproducible pipelines
Clinical NLP Hugging Face Transformers spaCy scispaCy cTAKES or MedCAT for clinical text
Medical imaging role dependent MONAI SimpleITK pydicom nibabel OpenCV
Healthcare data standards FHIR HL7 DICOM OMOP CDM ICD SNOMED CT and LOINC coding
Statistics validation biostatistics survival analysis calibration causal inference bias fairness metrics study design
MLOps MLflow Weights Biases DVC Docker experiment tracking and model registries
Data platforms PostgreSQL BigQuery or Snowflake Spark a plus
Cloud AI platforms AWS SageMaker GCP Vertex AI or Azure ML
Privacy compliance PHI HIPAA handling de identification and data governance GDPR PIPEDA aware
شرکت ایزورا eSora
دسته بندی تحقیق و توسعه
نحوه همکاری تمام وقت دورکاری
نوع همکاری دورکاری
مدرک تحصیلی کارشناسی ارشد
سابقه کار بیش از شش سال
حقوق توافقی
جنسیت مهم نیست
مهارت ها EHR Pytorch statsmodels
شهر تهران تهران