Postdoctoral in Machine Learning and Deep Learning applied to high-dimensional medical datasets

University of California - Irvine
United States, California, Irvine
Jan 22, 2025
Position overview Salary range: A reasonable estimate for this position is $66,737-$80,034 (for Exempt) and $31.97-$38.24 (Non-Exempt). See the Postdoc Table for the salary range for Exempt and Non-Exempt positions. Application Window Open date: January 22, 2025 Next review date: Saturday, Feb 22, 2025 at 11:59pm (Pacific Time) Apply by this date to ensure full consideration by the committee. Final date: Friday, Mar 28, 2025 at 11:59pm (Pacific Time) Applications will continue to be accepted until this date, but those received after the review date will only be considered if the position has not yet been filled. Position description The Center for Applied Artificial Intelligence Research (A2IR) as 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, and 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 system such as Git or Subversion Experience with working within institutional research or related, higher-education area Experience with scientific writing Location: The Center for Applied Artificial Intelligence Research is located within the Irvine Campus of UCI, situated in the 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 CV Cover Letter 3 References (Contact information only) Statement of Research Teaching Statement Inclusive Excellence Activities Statement Sexual Misconduct Declaration Form 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/ Department: https://radiology.uci.edu/about-us/employment/ Division: https://healthaffairs.uci.edu/research/uci-institute-for-precision-health/ Qualifications Basic qualifications (required at time of application) PhD in computer science, computational biomedical imaging, experimental pathology, applied mathematics, or a related field. Application Requirements Document requirements Curriculum Vitae - Your most recently updated C.V. Cover Letter Statement of Research Teaching Statement - See our guidance for writing a reflective teaching statement. Inclusive Excellence Activities Statement - Statement addressing how past and/or potential contributions to inclusive excellence will advance UCI's Commitment to Inclusive Excellence. See our guidance for writing an inclusive excellence activities statement. Sexual Misconduct, Harassment and Discrimination Declaration Form - All applicants of academic positions at the University of California, Irvine must download, complete, sign, and upload the following form with their application: Sexual Misconduct, Harassment and Discrimination Declaration Form Reference requirements 3-4 required (contact information only) Apply link: https://recruit.ap.uci.edu/JPF09467 About UC Irvine The University of California, Irvine is an Equal Opportunity/Affirmative Action Employer advancing inclusive excellence. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, age, protected veteran status, or other protected categories covered by the UC anti-discrimination policy. As a condition of employment, the finalist will be required to disclose if they are subject to any final administrative or judicial decisions within the last seven years determining that they committed any misconduct, are currently being investigated for misconduct, left a position during an investigation for alleged misconduct, or have filed an appeal with a previous employer. "Misconduct" means any violation of the policies or laws governing conduct at the applicant's previous place of employment, including, but not limited to, violations of policies or laws prohibiting sexual harassment, sexual assault, or other forms of harassment, discrimination, dishonesty, or unethical conduct, as defined by the employer. UC Sexual Violence and Sexual Harassment Policy UC Anti-Discrimination Policy for Employees, Students and Third Parties APM - 035: Affirmative Action and Nondiscrimination in Employment. As a University employee, you will be required to comply with all applicable University policies and/or collective bargaining agreements, as may be amended from time to time. Federal, state, or local government directives may impose additional requirements. Job location Irvine, CA