Computer Vision Research Intern
San Jose, CA
Applications have closed
PROCEPT BioRobotics
SUMMARY
We are seeking a talented and motivated Machine Learning Intern to join our dynamic team. As an intern, you will have the opportunity to work on real-world medical imaging machine learning projects, gain hands-on experience, and contribute to the development of innovative solutions.
CORE RESPONSIBILITIES
- Collaborate with our medical image analysis team to develop and implement machine learning algorithms for medical image segmentation, classification, and analysis.
- Conduct literature reviews on latest research in medical image analysis and machine learning to keep current with latest developments across research and the major commercial players, and propose innovative ideas.
- Participate in training and fine-tuning deep learning models for tasks such as tumor detection, organ segmentation, or disease classification.
- Working on 3D reconstruction of ultrasound images and 2D/3D segmentation of ultrasound images.
- Analyze and interpret the results of machine learning experiments, providing insights and recommendations to improve model performance.
- Document all research, experiments, and findings in clear and detailed reports.
QUALIFICATIONS (Education, Experience, Certifications)
- To perform this job successfully, an individual must be able to perform each essential duty satisfactorily. The requirements listed below are representative of the knowledge, skill, and/or ability required. Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions.
- PhD or MS student with paper publication on Computer Vision or Medical Imaging Processing, or a related field.
- Strong knowledge of machine learning principles, algorithms, and techniques, with a focus on their application in medical image analysis.
- Proficiency in programming languages such as Python, and experience with popular machine learning libraries like TensorFlow or PyTorch.
- Experience with 3D reconstruction and 3D rendering development a major plus, willingness to learn a must.
- Experience with multi-modal image registration and fusion a strong plus.
- Familiarity with medical imaging modalities (e.g., MRI, CT, ultrasound) and related DICOM standards is a plus.
- Solid understanding of image preprocessing, data augmentation, and transfer learning techniques in the context of medical image analysis.
- Strong analytical and problem-solving skills, with the ability to think critically about medical imaging challenges and potential solutions.
- Excellent communication and teamwork skills, with the ability to collaborate effectively with diverse teams.
- Previous experience with medical image analysis projects, coursework, or research is desirable but not mandatory.
Preferred Qualification:
PHYSICAL DEMANDS & WORK ENVIRONMENT
- The physical demands described here are representative of those that must be met by an employee to successfully perform the essential functions of this job.
- Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions.
- To perform this duty the employee must have the ability to sit or stand at and operate a computer terminal and walk or travel safely within the facility.
- The employee may occasionally lift and/or move up to 25 pounds.
- While performing the duties of this job, the employee regularly works in an office environment. The employee will occasionally be exposed to engineering labs.
- The environment is subject to moderate noise from machinery (IE machine shop equipment, the PROCEPT Aquablation unit, computer equipment, printers, etc.), for which proper hearing protection may be assigned and worn.
- The employee may be exposed to hazards including electrical sparking, water, and chemicals, for which proper protective equipment will be assigned and worn.
PROCEPT BioRobotics is committed to fair and equitable compensation practices and we aim to provide employees with total compensation packages that are market competitive. While our ranges are posted, the exact base pay offered for this role will depend on various factors, including but not limited to the successful candidate's qualifications, skills, experience, location or comparison to other employees already in similar roles. In addition to base salary, our positions are eligible for variable compensation through one of our incentive plans as well as equity compensation based on role and level. PROCEPT also offers a comprehensive suite of benefits including, but not limited to, health insurance plans, ESPP, 401k retirement savings plan with a company match, and paid time off programs. All compensation and benefits programs are subject to the discretion of the company.
Tags: 3D Reconstruction Classification Computer Vision Deep Learning DICOM Engineering Machine Learning PhD Python PyTorch Research Robotics TensorFlow
Perks/benefits: 401(k) matching Career development Competitive pay Equity Health care
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