DeepTek.ai - Senior Data Scientist - Python/PyTorch

2 weeks ago

Pune, India DeepTek Medical Imaging Pvt Ltd Full time

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 experienceRequired 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 DockerDesired 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 applicationsQualification : - Bachelors or Masters degree in Computer Science, Data Science, Machine Learning, Statistics, or a related field.Company Location : Baner, Pune, India (ref:hirist.tech)

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