What are the responsibilities and job description for the Postdoctoral in Machine Learning and Deep Learning applied to high-dimensional medical datasets position at University of California, Santa Cruz (UCSC)?
The Center for Applied Artificial Intelligence Research (A2IR), part of the UCI Institute for Precision Health, is seeking a postdoctoral candidate in machine learning and deep learning applied to high-dimensional medical datasets. A2IR is a multi-specialty collaborative initiative to develop and integrate artificial intelligence technology across the UCI healthcare system.
Responsibilities :
A successful candidate will act as a senior data scientist to develop, implement, and validate novel machine learning methods applied to high-dimensional medical datasets including images, videos, sound, and / or other time-series information. Additional responsibilities include facilitating machine learning IT operations (MLOps) such as maintenance of various compute environments and model deployments. Academic duties will include the preparation of abstracts, manuscripts, presentations, grants, as well as teaching and working with trainees of various levels.
Basic Qualifications :
PhD in computer science, computational biomedical imaging, experimental pathology, applied mathematics, or a related field.
Additional Qualifications :
Experience in image processing and medical imaging across various modalities including radiology and / or pathology datasets.
Preferred Qualifications :
- Expertise in critical thinking and independent analysis in solving new problems
- Expertise in implementing modern deep learning techniques for computer vision tasks
- Expertise in popular machine learning frameworks including Tensorflow / Keras or PyTorch
- Expertise in manipulation of high-dimensional data using Python (NumPy, scipy, skimage)
- Expertise in database management for medical images
- Expertise in advanced imaging processing and normalization techniques
- Familiarity with Linux systems administration
- Familiarity with writing concise and understandable technical documentation
- Familiarity with source control systems such as Git or Subversion
- Experience working within institutional research or related higher-education areas
- Experience with scientific writing
Location :
The Center for Applied Artificial Intelligence Research is located within the Irvine Campus of UCI, situated in beautiful Orange County, renowned for its natural beauty, year-round pleasant climate, and stunning Pacific Ocean locales. The area offers excellent recreational opportunities.
Application Procedure :
The position is available immediately and will remain open until filled. Interested candidates should apply through UC Irvine's recruitment at :
https : / / recruit.ap.uci.edu / JPF09467
Required Application Materials :
Contact Information :
For further information pertaining to this recruitment, please contact :
Melissa Khy
Director of Operations
UCI Institute for Precision Health
mkhy@hs.uci.edu
949-824-4442
https : / / www.caidm.som.uci.edu /
J-18808-Ljbffr
