Senior Machine Learning Engineer
2 weeks ago
**Job Description**
We are seeking a highly skilled Senior Machine Learning Engineer with a deep passion for applying cutting-edge AI techniques to revolutionize healthcare. You will be a key contributor to our team, developing and deploying innovative solutions to address critical challenges in medical imaging.
**Responsibilities**
Develop and implement advanced machine learning models for image analysis, processing, and interpretation in the radiology domain.
Collaborate with radiologists and clinicians to understand their needs and translate them into technical requirements.
Explore and apply state-of-the-art deep learning techniques, including convolutional neural networks (CNNs), recurrent neural networks (RNNs), and transformer-based models.
Develop and optimize machine learning pipelines for efficient data ingestion, preprocessing, feature engineering, model training, evaluation, and deployment.
Conduct rigorous experimentation and analysis to improve model performance and generalizability.
Stay up-to-date with the latest advancements in machine learning and computer vision research.
Collaborate with cross-functional teams to integrate machine learning solutions into clinical workflows.
**Qualifications**
Master's or Ph.D. in Computer Science, Electrical Engineering, or a related field with a focus on machine learning or computer vision.
4-7 years of hands-on experience in developing and deploying machine learning models in a production environment.
Strong proficiency in Python programming and deep learning frameworks (TensorFlow, PyTorch).
Expertise in image processing, computer vision, and medical image analysis techniques.
Experience with classical machine learning algorithms and their applications.
Understanding of deep learning architectures and their application to medical imaging tasks (e.g., image classification, object detection, segmentation).
Ability to work effectively with large and complex datasets.
Strong problem-solving, analytical, and critical thinking skills.
Excellent communication and collaboration skills.
Experience in the healthcare domain is a plus.
Knowledge of cloud platforms (AWS, GCP, Azure) is a plus.
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