Job

Research Specialist, Camera Culture

by Kelley Shepard

April 25, 2017

Groups

Job Description

The MIT Media Lab is looking for a research specialist to lead and develop various reinforcement learning and Deep Neural Networks (DNN’s) emergent architectures for the purpose of learning from biomedical datasets resulting from clinical trials, animal models and cell culture experiments.  This position will work closely with Dr. Pratik Shah, and research staff in the Camera Culture Group. The group conducts multidisciplinary research in modern optics, sensors, illumination, actuators, probes, deep learning and image processing.

The research objective for this position is to create cutting-edge algorithms for development of next-generation automated clinical software platforms using computer vision, bioinformatics and deep learning.

This appointment is for one year with the possibility of extension based on funding and research priorities.

This position is not eligible for visa sponsorship.

Responsibilities

Projects involve devising machine learning methods that learn from pre-clinical, clinical, and electronic medical data trial data . Additional publically available and past datasets may also need to be included in the classifiers to improve performance. The ideal candidate should have experience and expertise in utilizing existing machine learning techniques, ideally forprocessing multimodal clinical datasets. Experience in using  reinforcement-learning and DNNs is a plus and willingness to learn advanced deep learning approaches is expected.

The research specialist will also participate in diverse group activities as required and indicated by the supervisor. Such activities include group meetings, support to other group members, PhD students and undergraduate researchers.

Other duties as needed or required.

Qualifications

  • BS or MS degree in, computer science or equivalent combination of education and experience.
  • At least two years of experience within the machine learning, software engineering and/or and data science field is preferred
  • Expertise in predictive analytics/statistical modeling/data mining algorithms.
  • Excellent data analysis skills, including development of novel/custom algorithms for interpretation of clinical data
  • High knowledge of public biological databases, tools, and repositories.
  • Experience in machine learning methodologies such as regression/classification, unsupervised/supervised/semi-supervised learning, ensemble methods, reinforcement learning and deep learning.
  • Professional experience writing software in Python, Java, or C++, preferably within a team environment (revision control, issue tracking, code-review)
  • Strong knowledge of Linux and high performance computing environments.

Desired Skills

  • Experience publishing articles in peer-reviewed publications.
  • Expertise in preparing data for use with machine learning methods and neural networks, including database design and data management.

Those who are interested should submit a resume and cover letter referencing job no. 15317 at http://careers.mit.edu; keyword is "Media Lab".

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