DeepTek.ai - Senior Data Scientist - Machine Learning

3 years

0 Lacs

Posted:1 week ago| Platform: Linkedin logo

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Work Mode

On-site

Job Type

Full Time

Job Description

Description

Key Responsibilities :

  • Lead the design, development, and optimization of deep learning models for medical image analysis, including tasks like segmentation, classification, object detection.
  • Provide technical leadership and mentorship to junior data scientists and engineers, fostering best practices in research methodology, coding standards, and documentation.
  • Perform advanced error analysis, bias assessment, and domain generalization studies to ensure robustness across diverse populations and imaging devices.
  • Guide data storage, preprocessing and annotation strategies, collaborating with clinical experts to ensure data quality and clinical validity.
  • Collaborate cross-functionally with radiologists, regulatory teams, and product stakeholders to align AI development with clinical requirements and compliance standards.

Experience

  • 3+ years Data Science/Machine Learning experience.

Required Skills

  • Strong programming skills in Python and familiarity with data science and image processing libraries (e.g., NumPy, pandas, scikit-learn, OpenCV, PIL).
  • Strong fundamental knowledge of machine learning, computer vision and image processing
  • Hands-on experience with deep learning frameworks like Keras or PyTorch.
  • Demonstrated experience with both CNNs and transformer-based architectures (e.g., ViT, Swin) for segmentation, detection, and classification tasks.
  • Strong background with model evaluation and error analysis.
  • Ability to bridge data science with engineering tasks, ensuring smooth integration of AI models into production workflows.
  • Hands-on experience with model optimization techniques (e.g distillation, ONNX conversion) for efficient inference.
  • Hands-on experience with containerization tools like Docker

Desired Skills

  • Familiarity with healthcare/radiology datasets, DICOM standards, and PACS integration.
  • Experience with domain adaptation, and robustness strategies for cross-site/cross-device generalization.
  • Experience with scalable backend development for AI applications

Qualification

  • Bachelors or Masters degree in Computer Science, Data Science, Machine Learning, Statistics, or a related field.

Company Location :

Baner, Pune(ref:hirist.tech)

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