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AI/Ml Modeling Specialist

South San Francisco, CA 94080

Posted: 09/01/2022 Employment Type: Contract Job Category: Technology Job Number: 511516 Is job remote?: No Country: United States

Job Description


Description:
This role for technology development expert is in Cell Culture and Bioprocess Operations department & the individual will focus on development and evaluation of soft sensors to leverage existing process data to provide estimates/predictions for parameters that currently require offline sampling or assays. The individual will be involved in all aspects of the model development process including but not limited to:
  • Data extraction/ingestion: query relevant information from various data sources and aggregate necessary data to build corresponding datasets.
  • Feature selection: work with domain experts across Genentech network to identify meaningful parameters, mechanistic pathways, etc.
  • Feature engineering: modify/optimize/contextualize input features by collaborating with process SMEs and using data engineering tools like correlation matrix, principal component analysis, etc.
  • Model development: investigate modeling techniques that utilize small datasets - e.g. bayesian models, machine learning, deep learning, transfer learning, etc.
  • Outlier investigation: develop methods to identify outliers in input features and predicted target variables.
  • Model training: tune model parameters to maximize validation accuracy.
  • Documentation


The technology development expert should possess:
  • demonstrated ability to apply scientific and engineering principles to solve complex problems.
  • Prior training in multivariate regression / classification methods, AI/ML modeling and practical experience with projects involving software coding (python preferred) is a must.
  • Spectral data analysis experience
  • Knowledge of statistics, and design of experiments is a plus.
  • Masters Degree or higher preferred with 3+ years industry experience.
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