Data Scientist

16 hours ago


San Jose, United States ZipRecruiter Full time

Job Description

Position Responsibilities:

A data scientist will develop machine learning, data mining, statistical and graph-based algorithms to analyze and make sense of datasets; prototype or consider several algorithms and decide upon final model based on suitable performance metrics; build models or develop experiments to generate data when training or example datasets are unavailable; generate reports and visualizations that summarize datasets and provide data-driven insights to customers; partner with subject matter experts to translate manual data analysis into automated analytics; implement prototype algorithms within production frameworks for integration into analyst workflows.

Required Degree and Experience:

Bachelor's degree in a quantitative discipline (e.g., statistics, mathematics, operations research, engineering or computer science) + 7 years of experience, Masters Degree + 5 years of experience, or PhD + 2 years of experience.

Required Skills:
  • Programming experience with data analysis software such as R, Python, SAS, or MATLAB.
  • Develop experiments to collect data or models to simulate data when required data are unavailable.
  • Develop feature vectors for input into machine learning algorithms.
  • Identify the most appropriate algorithm for a given dataset and tune input and model parameters.
  • Evaluate and validate the performance of analytics using standard techniques and metrics (e.g. cross validation, ROC curves, confusion matrices).
  • Oversee the development of individual analytic efforts and guide team in analytic development process.
  • Guide analytic development toward solutions that can scale to large datasets.
  • Partner with software engineers and cloud developers to develop production analytics.
  • Develop and train machine learning systems based on statistical analysis of data characteristics to support mission automation.
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