Data Scientist
Kaav Inc.
Description:
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
- 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
Vacancy posted 4 days ago
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