Data Scientist 3

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Company: RICEFW Technologies, Inc.

Location: Chicago, IL 60629

Description:

Description:
  • Data Scientist role to develop and deliver analytics models for the client's equipment condition monitoring for the enterprise, and for aftermarket solutions for customers and dealers.
  • Condition monitoring models include failure prediction, remaining life estimation, service interval extension, and component risk models.
  • Methods include machine learning, deep learning, statistical and rule-based models, and other data analytics techniques to generate actionable insights from time-series machine sensor data, other telematics data, fluids analysis, and machine inspection and service records.

Typical Day:
  • Collect and negotiate requirements for condition monitoring models.
  • Access, analyze, cleanse, preprocess data; cultivate ground truth data sets as needed.
  • Explore and downselect modeling approaches.
  • Develop, backtest and validate models in python, in both on-prem and AWS environments.
  • Compute model performance metrics.
  • Participate in daily standups and sprint reveals in Scrum/Agile environment.
  • Explain and defend modeling decisions and performance results.
  • Support model in production, resolve incident tickets.

Technical Skills Required:

(Required)
  • Excellent python skills (numpy/pandas/matplotlib/sklearn), version control (git), SQL and database APIs (cx_oracle, pymysql, sqlalchemy), cloud deployment experience (AWS, containerization) and familiarity with AWS services (S3/EC2/SageMaker).
  • Comfortable and effective working in an Agile/Scrum environment.
  • Desired qualifications: Machine Learning model development experience, familiarity with engineering/IOT systems, telematics/timeseries data analysis, and multiprocessing frameworks (dask, pyspark).

(Desired)
  • AWS Certified Cloud Practitioner (or higher) - desired

Soft Skills Required:
  • Excellent communication skills.
  • Critical thinking and independent problem resolution.
  • Ability to work both independently and on a team: collaborates and compromises effectively.

Education Requirements:
  • Bachelor's Degree (Data Science, Analytics, Computer Science, Engineering or related field) 5-7 years experience
  • Candidates with a relevant Master's degree and less experience will also be considered.


Travel: None

Required Skills : Agile Methodology,GIT,Python,SQL
Additional Skills : Applications Architect,Business Analyst,Big Data

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