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Data Scientist
Data ScientistKaav Inc. • Chicago, IL, United States
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Data Scientist

Data Scientist

Kaav Inc. • Chicago, IL, United States
[job_card.variable_days_ago]
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  • [job_card.full_time]
[job_card.job_description]

Description :

  • Data Scientist role to develop and deliver analytics models for 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.

Responsibilities :

  • 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.
  • Techinical Skills 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 Skills :

  • 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 & Experience Required :

  • Bachelor's Degree (Data Science, Analytics, Computer Science, Engineering or related field) 5-7 years experience
  • Candidates with a relevant Master's degree and PHd with 3 year experience
  • Required Skills : AWS Cloud Formation,Data Analysis,Business Intelligence,API,SQL

    Additional Skills : AWS Engineer,Data Scientist,Big Data

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