
Principal Medical Imaging Data Analyst
4 days ago
We are seeking a highly skilled Data Scientist to join our team and contribute to the development of innovative solutions in medical image diagnostics.
About the Role
- We aim to bring about a new paradigm in medical image diagnostics; providing intelligent, holistic, ethical, explainable and patient centric care.
- Your primary focus will be in applying deep learning and artificial intelligence techniques to the domain of medical image analysis.
Key Responsibilities
- Selecting features, building and optimizing classifier engines using deep learning techniques.
- Understanding the problem and applying the suitable image processing techniques.
- Use techniques from artificial intelligence/deep learning to solve supervised and unsupervised learning problems.
- Understanding and designing solutions for complex problems related to medical image analysis by using Deep Learning/Object Detection/Image Segmentation.
- Recommend and implement best practices around the application of statistical modeling.
- Create, train, test, and deploy various neural networks to solve complex problems.
- Develop and implement solutions to fit business problems which may include applying algorithms from a standard statistical tool, deep learning or custom algorithm development.
- Participate in code reviews, sprint planning, and Agile ceremonies to drive high-quality deliverables.
- Design and implement scalable data science architectures for training, inference, and deployment pipelines.
Required Skills and Qualifications
- Strong software engineering skills in Python (or other languages used in data science) with emphasis on clean code, modularity, and testability.
- Excellent understanding and hands-on of Deep Learning techniques such as ANN, CNN, RNN, LSTM, Transformers, VAEs etc.
- Must have experience with Tensorflow or PyTorch framework in building, training, testing, and deploying neural networks.
- Experience in solving problems in the domain of Computer Vision.
- Knowledge of data, data augmentation, data curation, and synthetic data generation.
- Ability to understand the complete problem and design the solutions that best fit all the constraints.
- Knowledge of the common data science and deep learning libraries and toolkits such as Keras, Pandas, Scikit-learn, Numpy, Scipy, OpenCV etc.
- Good applied statistical skills, such as distributions, statistical testing, regression, etc.
- Exposure to Agile/Scrum methodologies and collaborative development practices.
- Experience with the development of RESTful APIs.
- The knowledge of libraries like FastAPI and the ability to apply it to deep learning architectures is essential.
- Excellent analytical and problem-solving skills with a good attitude and keen to adapt to evolving technologies.
Education and Experience
- BE/B Tech MS/M Tech (will be a bonus)
- 3-5 Years of experience in data science or relevant field.
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