Job Information
Beth Israel Lahey Health Machine Learning Postdoctoral Fellow in Boston, Massachusetts
Job Type: Regular
Time Type: Full time
Work Shift: Day (United States of America)
FLSA Status: Exempt
When you join the growing BILH team, you're not just taking a job, you’re making a difference in people’s lives.
The research/postdoctoral fellow will have an MEng, PhD, or similar educational or work experience. The successful candidate will have a strong conceptual/theoretical and practical/hands-on background in mathematics, physics, artificial intelligence, machine learning (including deep learning), or related area and is highly motivated to contribute to scientific and engineering advances in a fast paced, high caliber, entrepreneurial academic setting.
Essential Responsibilities:
Discover important new insights regarding the structures of datasets and machine-learning models.
Devise, test, and implement algorithms for high-throughput data.
Contribute to the generation of standard protocols and intellectual property.
Design and implement computer algorithms, potentially including supervised and unsupervised machine learning methods, deep learning (autoencoders, transformers, geometric deep learning, dynamical systems, model decomposition), etc.
Key Qualifications:
MEng or PhD in AI/ML, data science, mathematics, engineering, physics or related field required. Doctoral degree preferred.
At least 0-1 years of related work experience.
Expertise with Python libraries like PyTorch, Numpy, Scipy, Pandas, Matplotlib, and Seaborn.
Fluency in Unix/Linux and ideally other standard bioinformatics environments (e.g. R, Perl, C, bash/csh/zsh, CUDA, OpenGL), ideally including hands-on experience with parallel processing.
Demonstrated expertise in computational analysis of large datasets, ideally in imaging and/or biological sequence.
Advanced technical computer skills as required for technical support specific to functional area and related systems.
Preferred Qualifications:
Hands-on expertise with statistical descriptions of complex systems (e.g. energy, entropy, moments, etc.) and their theoretical underpinnings.
Prior experience with/training in medical imaging and/or adaptive immunity.
Experience building web applications/portals (e.g. Shiny Server or Python analogs).
Job Description:
Primary Responsibilities:
- Abides by the institutional policies of BIDMC relating to health and safety, equality of opportunity and data storage and management. (essential)
- As a member of the research team, actively pursues research under the supervision of a principal investigator while developing skills for independent work. (essential)
- Receives training in and performs duties contributing to the investigational work of the team including formulation of research questions and design, conduct of experiments, and evaluation of results. (essential)
- Prepares and publishes scientific manuscripts under direction of PI. (essential)
- Develops expertise in desired lab skills/informatics/ physics/clinical research. Develops proficiency with research tools and equipment. Develops ability to work with more independence as the fellowship progresses (essential)
- Develops new ideas that promote current research; brings new expertise to the research program. (essential)
- teaching skills and provide supervision of students and their projects when appropriate. (essential)
- Engages in collaborative meetings with other research groups. Attends and leads scientific seminars. (essential)
- Learns to identify, acknowledge and correct deficiencies in one's own performance. (essential)
- Under the direction of PI, pursues/secures independent funding near the end of the fellowship. (essential)
Required Qualifications:
Doctoral Degree or M.D.
0-1 year of postdoctoral research experience in academic or industrial lab setting, and/or teaching assistantship in a university setting, and/or residency, and/or clinical duties beyond that of the qualifying doctoral degree.
Competencies:
Decision Making: Ability to make decisions that are guided by general instructions and practices requiring some interpretation. May make recommendations for solving problems of moderate complexity and importance.
Problem Solving: Ability to address problems that are varied, requiring analysis or interpretation of the situation using direct observation, knowledge and skills based on general precedents.
Independence of Action: Ability to follow precedents and procedures. May set priorities and organize work within general guidelines. Seeks assistance when confronted with difficult and/or unpredictable situations. Work progress is monitored by supervisor/manager.
Written Communications: Ability to summarize and communicate in English moderately complex information in varied written formats to internal and external customers.
Oral Communications: Ability to comprehend and communicate complex verbal information in English to medical center staff, patients, families and external customers.
Knowledge: Ability to demonstrate in-depth knowledge of concepts, practices and policies with the ability to use them in complex varied situations.
Team Work: Ability to lead collaborative teams for larger projects or groups both internal and external to the Medical Center and across functional areas. Results have implications for the management and operations of multiple areas of the organization.
Customer Service: Ability to provide a high level of customer service and staff training to meet customer service standards and expectations for the assigned unit(s). Resolves service issues in the assigned unit(s) in a timely and respectful manner.
Physical Nature of the Job:
Light work: Exerting up to 20 pounds of force frequently to move objects. Some elements of the job are sedentary, but the employee will be required to stand for periods of time or move throughout the hospital campus.
As a health care organization, we have a responsibility to do everything in our power to care for and protect our patients, our colleagues and our communities. Beth Israel Lahey Health requires that all staff be vaccinated against influenza (flu) and COVID-19 as a condition of employment. Learn more (https://www.bilh.org/newsroom/bilh-to-require-covid-19-influenza-vaccines-for-all-clinicians-staff-by-oct-31) about this requirement.
More than 35,000 people working together. Nurses, doctors, technicians, therapists, researchers, teachers and more, making a difference in patients' lives. Your skill and compassion can make us even stronger.
Equal Opportunity Employer/Veterans/Disabled
Beth Israel Lahey Health
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